{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import gymnasium as gym\n",
    "import gym_cards\n",
    "from text_wrapper import info_to_text_obs, text_projection\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Target': 5, 'Current': 0}\n",
      "Target number: 5. Current number: 0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "env_name = 'gym_cards/NumberLine-v0'\n",
    "env = gym.make(env_name)\n",
    "obs, info = env.reset()\n",
    "plt.imshow(obs)\n",
    "text_obs = info_to_text_obs(env_name, info)\n",
    "print(info)\n",
    "print(text_obs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 False False {'Target': 5, 'Current': 1}\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"\n",
    "Please check the relationship between the symbolic operators\n",
    "and the numbers here:\n",
    "https://github.com/RL4VLM/RL4VLM/blob/main/gym-cards/gym_cards/envs/numberline.py#L17\n",
    "\n",
    "\"\"\"\n",
    "obs, reward, terminated, truncated, info = env.step(1)\n",
    "plt.imshow(obs)\n",
    "print(reward, terminated, truncated, info)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 False False {'Target': 5, 'Current': 2}\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Please make sure the string contain the format \"action\": {act}\"\n",
    "act = text_projection(['\"action\": \"+\"'], env_name)\n",
    "obs, reward, terminated, truncated, info = env.step(act)\n",
    "plt.imshow(obs)\n",
    "print(reward, terminated, truncated, info)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "text_projection([\"action: +\"], env_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Dealer Card': [(9, '9', 'S'), (10, 'K', 'C')], 'Player Card': [(2, '2', 'C'), (6, '6', 'D')]}\n",
      "Dealer's card: 9. Player's cards: 2, 6.\n"
     ]
    },
    {
     "data": {
      "image/png": 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T15fCwWFhIY9pWCRTUTZsGMbnU6lWG6ysFN3PtlRH100URSadibNx0wjVagPLshAFAQeBJx8/yfadE4TDASrlBnOzK8TiIYZH+qhU6oTDAaLREHNzq5yeWkBAwOdTUFUFWZYYmxhAFATabY1iscrSYgFJEhke6aPV6tBstum0dQAMwyQY8hMI+FAUCcOwiESCtFsakiwSDgdJZ+LIssT01AKSLJFOxxkZzXlfljw8zsFFe5UulUrs3/8Y+/c/xp/+6Z8yNDTEysoqDz30EJ/97P/jjW98EwMDA6jqS8958ngBHHqJwdlcgnqtyfzcKplsgs1bRrFtm3K5TqXSIBj0MT4+wNTUPJ22jq6blMs15mZXGR7JsX3HOhqNNtOnl5AkkbHxfkbG+ggF/eiGyfi6ARzb4f4fPkmj0SaRiLBu/SD51TKxeIhoLIxt2SwtFti6bYxg0IcoiMTiEXx+lXqtychojmQyQrlUp1yus2H9MCtLRXTdJJtLMjLaRy6XIBD0YegW7Y6Gz6eQXy3TbLbZum0cy7KYOjXP8aMzJJJRRkZz6IZBf3+adCZOsVClWmkQXxchkYzg2LCwsMrSYoFMNoFl2ciKhGXZF/jD8/B4dXPRilStVmVqaoqBgQF27bqEdDrF4OAQoijypS/dzunTp0mlUp5IvVw4IMsSsixhmjatVodUKkqj0ULr6Jimu7OIxcLMz68Si0fYtj2LokgcfGKSgcEMAwNpQuEAjUabaCzEyGiOgUE3g6uj6e4xnyAwOJolnYmTTMXI9SVJJKOUS3Vi8QimadFstBFFEX9ABgR0w0QAfKoC0SAL83n6+1MYhoVhWARDfnZftpmpUwsMj+QYHevDtm0sy8GybXw+hVx/ii26ycmTsxiGSSIZYcvWcZLJGJVKnZtuuZzF+Tzlcp1ivkooHADHwbQsyuU6fp9CX1+Shfk8hmHi96uoquLFqHh4vAgXrUh1Oh1KpRJjY2OEw2EkSSYWizE+Pk4u18fc3Bw7d+4kEvGcKV4uBEHAsUGSREKhALIis7KcJ58vEwoFyPUlwXHIr5a55NKN9A+kEQRIJKMEAj5yfUnq9RaSLDE62se6DUOIgkCz2cEyLUzDpN3WSGVixOJhFEUmmYwiSRI+n0og4KNYqNJstFmrJkmSSCCgYFs2HU1HVRUK+Qq5viR+v4rPp2DbNoODGSrlBtFoEEEQWFwoIMkSfp+KIIAiS6xbP4hhmjiOQyDgJx4LE4kGOTO9RCYTRxQEGo02qytlZEXCH/BxemoB07RIJKNMrBsgFPK7Nba1Tj5PpDw8zslFK1KCILiF87XusF5BXiSVSlGtVrAs8wKu8OJCEAS0jo7t2KQzcSKRAFOn5nFsKBSqGLpbsymXaqzfOMzIaB9zM8vMza1gmjazM8skk1EURSaXS9LXl6TT0Tl1co5oLIRpmhQLVUrFGsVijWgshKbpLC7mSSZj+PwKumYgiSKqqtDpaIiSTDQaYvOWMdptjacOTlKvtUgmo7RbGrbtoPoUms0OC/N5FEWiVKqxuFBg6tQC6XSMjZtHKOQrCKLA2PgAey/fgiiKxGIhCoUKp6cWCQR8fOvr97NtxwT9/Sm37jS9yOBghoX5VVSfiiAInJqcZ2Q0h2XZVMoN2m2NeDx8oT86D49XNRetSEUiUYaHh/nqV79Cu90mEAhgmiaVSplDhw5xxRVX8CqZ4PnJp9ukZ9k2qytlgiE/yWQUrWOg+hT+6++9H0kWOXTwFD/6wZOkM3EKhSq6biLLMrZtsHffVpaXiywtFqhWm1iWhW07vO6Wy1laKqJ1dJIbYwSDfu668xEsy6bVbKMoMrv3bGL69CKmadHu6Fi229o9dWqBK67czhVXbef06UV+fP9BIuEg9XoL1afg86mEIwFyfSnm51ZoNNoIgkAg6GP7znWMT/RTKdeZWD+EYZicmV5kZalEOBIgHo8QT0YYHslRKddxcJAlkWq1ycpyCduycRyHP/7fv8Ghg6d44sAJSqUaGzeOMDOzRK3WIBgMeE0THh4vwkUrUul0mr17L0cQBP7jf/wPbN++nWazyeOPP87U1BSBQABRfOkm8KVSEceBaDT6qnO0sCyLer2O4ziEw+ELur50Jo6iSDSbbVaWS/zGf3wnkWgQXTdJpeKEQn4s02Z+bpXBoQyxeIijR6Ypl2vU6y3GJgYoFas8+vBRrrpmB0ePTBOOBGm3NVaWi2zbvo54PEK93sSxHWLxMLIis279MEePnKbd7qB1dAzDZHgkx/GjZyiVatiWTTIZ5dTkHH19aZrNDj6fQioZI5dLYhhWrxMvEgnS15/iicdPsm7dIEuLBQQgl0tx4LHj/Mwb3C84AgLtVgfLsti5az2djk6no6OqMpZls279EJIosGnzKLbtcO/djzJ5co6+/hStpoa4Ntvl4eHxgly0UR2qqjIwMMBv/uaHCAQCnDx5klKpxPDwMIODA906lfSSnqvRaPCVr3yFz372//HjH//4PK/8n4fjONTrdT73uc/xuc99lqWlpQt24RMEaLc61GstWs0OpmmhaTrNZptoJMimzSP09aeYnJyj2WyhawaNRpuFhQJzc6sMDGaQJBHLskkkozQabZLJKJ2WRrvVQZIlOppGqVhDVWS271jH1dfsRECgXK4jSRKSKCGIYq81fXGxwNTkPIuLBWzbIZNJ9MRB1006HR3TsLj2+kvYum0cWZIoFKpoHR1VkSmX6+A4KKqC4zjE42GazQ7pTJxg0MfSUpEz00voukm93qJQqFAoVEGAS3ZvRJIld24LB0EQabU6VCsNdMPAkycPjxfnot1JOY6Doihcd931OI5DPp8nFAohiiKPPPIw6XT6Reek1hyqDxzYz/e+9z2Wl5fJ5/Ns376NVCr9z9qJnS9qtRpHjhzmK1/5Mo7jsH79evx+P9ls9oKsp9Fo4Tig+hTC4QBnppcASKfj5PqSDA1nmTw5x+BghmwugWGajI71YRoWE+sGOHbkDI1Gm1g8TKXcoL8/haLKBIJ+d2appdFqdxibGGD9xiHWrR9ifm6VZqOFJIk91wvDNEGAVrPtNjoYJlLXI08QcYeEHXrdgNt3rEMAVlfLLC0VqJTrxBMRRFHofc6NeotUOkYhX2XrtnG3xlauI0ki6UyMSCRIR9Op11pEYyEGh7IszK2yslxiZaXkdvPZNsVitbvj8tzjPTxejItWpAzDoFwus7S0xFvf+jYURaFer/Pkk0+iaTqjo2Mv6uDtOA61Wo3Pf/7zPPbYY6yu5snnV7n22mu5+eZb8Pl8F/QiYxgGJ0+e5Ktf/SoPP/wwAN/85jfx+fzceOONr6hDueM4iKJIp6P3/jw0nOXE8Rl3B5KIEAz6GV83SLut8drX7SUY8qNpBpu3jHHm9BLDIzke33+CaqXRbSuvsrxcIpONE4+H6XTcXVkiHmFsrJ94IoJtOwii4IoSuLZ8to2uGdRrTVSf0jNw1TWDSqVBri+J41isGV5UKnVUVSaVjtE/kKLT0ajVmqzfMEQ4EqBYqFIsVmk1O6RSMc5ML2EYJqOjfQwMuF9W+gdSxOJhcoeTHDt6hngsjNbRqZTrHDs6zfTpRaKxEK1mh/xqGUmWXMsk77jPw+OcXLQiVa/XOXBgP//+3/8a//N//jEjIyMcPPgk3/3ud7j00ksYHR0954yU4zh0Oh3+/M8/yde+9jV0XUMUYWFhgd/+7d/iG9/YwMTExAUTKsdxOHLkMF/+8pf4zGf+L76uS/kXv3g7mtYhHA5z9dVXvzJr615n/X6VdDqBJAkMDKRIp+MUS1Xuu/cA9//oSXZftomff9/P8Oa3XIMA7H/sGE89eQpdN7nhNbt56MHDFItVAgE/2WyCgcE03/jKD8jmkuT6kmRzSYaGclx59U503WDyxCwL83misTBPPnGSwaEMmmbQP5Dmppsv54kDJ4hEQiiKjCC6bhLXXLuLr375PjrtDvNzqyzM5xkazvIPf3cHm7eMsueyzVy2dwuLiwVOnZzDtGxOHp/Bsm22bptgdKyfQrHG8aNniESC7Nm7menTi3zty/fxvl96I6993V6uu+FSlhaLfPYz3+KB+w8SiQZZt36IzVvGWFku0ulo+P0+IpGAJ1IeHi/CRStSqVSKa665ll//9d/gk5/8PxiGTjyeYPv27fzWb/3WizYXrKyscPfdd/O///f/xjD03pGP4zicPj3Nb//2b/GRj/whu3btuiADwdPT03zyk3/O979/B4Zh9Oprpmly5513Ui6X+cQnPsmGDRvOu1A5gG3bhCNBcv1JLNPENC2WlgqIksR7/s3NdNo6tu0Qjbq7CQEYHMxSrTS4/ba7+Ye//S67Lt3Ixk0jWKbN0SOnqddbXH7ldtqtDvFEhP7+FJFokEMHT7G0VMSxbRxg8uQc2VyCcDiIZTVYXCjwtS/fR6lUJ9eXwLYdtI7rbrG0WGR5uUg6HSMYCtBqdjh9aoH+gRRPPnESVVVIpmKMjfWxcdMIR49MMzbeD0CnrfHYo0e5/sbd1GstfvSDJ/j8Z/+JcDjIL/zb1xMOB7AsC8dxyGbjBEN+3vMLN9NqarSabfKrZRRVIZGIEIuFUbszWh4eHi/MRStSgiAQiUR45zvfxd69e9F1Hb8/QCaTob9/4JyxCIVCgYceeoj/+3//ina71ROAtfvLssQjjzzC7bf/I7qucfXV17xir8txHNrtNn/1V3/Jgw8+QKlUOsssVxRFGo0GTz31FJ/4xJ/yx3/8J4TD4fNaPxO6v7dSrlOrNohGQwyP5FBVBcO06LR1GvU2wZAPv9/HkUOnmTo1z8Bghr7+NO96z03c8Z0H2bx1HMu0WC4X3W6+lTK6bhAKB2i3NZaWCrTbGrpuomk6tWrzaTNbSaTRWCHgVwkG/SiqQjweYn52FU038Pt9pNIxJEkklYxSqzaxum3ipmkxO7tCIOAnFgthaAbFQpXV1XI3jsSiXm/R7NbKSsUaI2N9+AIq4UiQvfu2csmlG3niwAk0zSCZirJjxzqCQR/VStNt4sgmiEaCNFsdVldKlEo1VFUhk42ft8/Fw+Ni4KIWKVmWGR0dJR6Pc/jwYUKhEOPj4+es1ZimycGDB7n77rs4ePDJ3sX/mf8WRZFarca9995LOp1meHiYkZHRV+R1GYbBgw8+wF133c3S0hK2bfdqLuCKhWVZlMtl7rrrbt785h9zzTXXnl9nDaE7zNutA/l8CoGAD3/AR7PZxrZkBAEMw0LXDCLRIKIouPWlZJRt2ydY7TYWLC4W6LR1/AEffX0pRBFXdBTZbRNvawgChMMBBEAP+FBVGVmR0XWTYNBHMOBDVmT8PgVNM1wbooCPSCTYNZCVcRx39yeIAuFwAE0zCAR8BEN+JMmtrZmmhSxL+HwKjhPA71cJhQOUSjWGRrJkswkSiQh7923FNC1qtSaqqhAK+ntNGbIsdWeyFPwBHwgCpmlSb7QJBmyvccLD40W4aEUKurEMlsXk5CRf/epXSKVS+Hw+Nm3a9IJRHYVCgXvvvZc77/w+rVYLVVWf936KInP48GEymQxjY2M9X8DzedGxLItqtcoXvvAFTp48iWWZZwnUGpLktj1PT5/htttuY/36Dfj9/vM+PyUIbgecKIpUKg18HZ1GvUU8HkZWJJqNNlNT82zdOs62HROUijVq1QbxWIhYt7VbUSQisSCiJKKqrvA8M0bD/T0C8XiERCLa+5ntOM9oROjmYqgKY+MD3ce6nZqCIKAoEv6+tUwxp9tA4caCrIVN2bZDJBxE0w0CQR+yLKEoMqZl4bgd5fh8KtFoCEkUmV9cJR6P0NefIpNNsLJSolyqMTzShyAItJoaum4gyzLFQpVOW8PvU/EGyj08zs1FK1KO43Tdt8v83u/9Nx555FHC4TCnT5/mz/7sz4hGY72L1tr9Ae6443v84Af3MT195gV3XE8frQk88cTjqKrC6153M6lU6ry+pmq1yoED+/niF7+I49jnPMITBAFVlfnKV77CzTffTDAYYHBw6Lyuzz1qbLO6WnE99lIxOh0dn19xc5t0kyc+foIrrtzG5VdsI5NN0Gx2+KdvP8BDDxzmt//zexm66TKKxRqPPHSYRx4+wqbN7g5V13RarQ6VSuN5RgfWcpzW/up+rpIsYRjmM8Tt7Pfn6T+fHYTo7rJcB4lEIkIoFKDZbLO4kGfbjgne8rbrCIUCPPrIEb73nYc4dPAUb/+5G5FlmcWFPA/cf5AHf3wIn0+hWKgiKzKO7dBua3Q6OkcOnyabTZJKxc7TJ+HhcfFwUYtUqVTiQx/6TX7wgx/iODbNZoNvfvNbBIMBPv7xP32OCLVaLb761a9w6tQkkvTiNRxJkqhWaxw6dIRvf/tb/OIv/tvzupOanZ3l7//+72m3OwQCL629vNPR+OpXv0omkz3vIuU4DsFQgGDIT64vheM4NLqO5MGgTCwaIpGIUizW+NQnv0qr1SEQUFm3boh/92tvZXS8n+nTi6yulMlmk1x/w24K+QqK4rqrdzSDleVS9yhXQpIkBAFMy8axbXcOqjsfF4uHiSfCCAj4/SqC6HoL5vMVt5alGbi7KAHDMHszTLpuYts2iupmWyWSUfx+lUQywsZNI7zmdZexMJ9HlES27VhHOBLka1/+Af/1dz5NvdYknUmQyyVIJCOoqkKj0aJeroMDwZCPcCTAyKjbiOE1TXh4vDgXrUhVKhWeeOIJvv/9O7ozMW6Sa6vV5Fvf+hYf+MAH2bhxI4FAAHAvsLOzM8zOztJsNs/apTzzYuI4znMaKVqtJvv3P8Yv/ML7zluDgmEYFIsFjh07iiyLvd+/tgNcW+NaQ8jaz2RZYnLyJEtLC2iadl5npwQBfD6l9+darcW+K7YxN7dCIV/FsW3WbxphYW6V3Xs2MTCYZnAow7r1Q2RzCU5PLfKjHzzBwnyevr4ko2P9lEpVAkE/jXqbhflVms02siy7yb3d9F9Zlsnmku5AbTiIz68giAKSJGNblvt+iCKRSIhkKoZl27SbGq1Wm2q1wfx8nmajje248Ry27aBpBjOdZdKZOJZtE4+HSaWjPPrwEZ46eIr+gQzbt09wyaUbGRzKcuTQaebnV1mcz1Mp14nGQpw+tYhlWQyP5AiG/KwsFZEUiWDIj64ZeEd9Hh4vzkUrUpZl0W43qVQqRKNREokEhmFQrVYpl8u02+3niE+tVqPVcs1N1y7yjuMQDAYBd+ckiiL1er33OEFwmy3y+cJ5fT2madJut6lUKme1w4uiiCzLPfHRdR3DMHqvTRQF6vU6zWYL0zTOj0h1mxBUn8LgUAbDcNuwDd2NZQ8G/cTiJqZh0Wp1kBWJbC5Bri9JIOinkK8Si4WIRIPk+pKUSzUWFwtomsnCQh5ZltF1g1qtiW07vbj3UCRAMhElnY2TSERRfQqSKGKZblDhmquDJIrdYzwHx3YIhvz4Ayo+v0IoHCAYClBYLbtu7YaGaa4Jm9BzzIhEg5RLNUqlGrIsEY+FCEcCXUfzOslkFHDQOgaNRotioer+3LQJhQIoqoRpuqa5aw7viix7uykPjxfhohUpVVVIpdLs2LGTaDTSbSZwME0Dy7KIRqPP8e4TRbHb/ECvXmXbNplMFsexUVUVv9/P8ePHsSyr9zi3GH/+TV3XOhbXdk9ru7pIJEImk8FxoFwuUavVaLfbPaFdE9fzjSRJxLvBg5pmIMtNCoUqtu0Qi4WRJBHTtBmf6CcSCWJZNksLBc6cWcYwDHbuWs/2HRPomsFjjx7l2JFpWu3OWbVDHPd1h8JBcrkk/f1pcn1JDNMNF6xXmzQaLRr1Np2OxsT6IYIBH6ZpUa83qZQb+AM+VxQjQSKRIOPjA4SCfiRZIr9aoVZzv6j4JZX5uVXXx8+nsLxUBOD1b7iSrdvHiUbDzM2ucNf3H2XnrvVuDEw6Sqej0Tg1T39/inK5jmlamF1HDFVVSCSjNOvtbgv8ef9YPDx+orloRSoWi3P55fv49Kf/itXVFW677TZSqRS33norqVSKzZs3n3XhFkWR4eERMpksKyurtNttRNEtvG/duoVqtUYoFCKXy3HmzBkajUb3wikQCATZunXrea1H+Xw+UqkUo6PjTE5OIUmyeyH1+xkcHGR8fBzbdlhaWmRmZoZGw20wME2LwcEhstksfn/g/CxOcN+/ZqNDsVAlmYywYdMIlmWRz1dotdq92aktW8fZsHGYQr7iWgTlKxx47CiddofNW0aJREJksgkymQQz08vIitQTW9t2k25jsTCXXb6FTCaBIAhUynWmpxeZPDHn2he1OliWTSjk57obdtPXn6RabXLsyDRTUwusLBeJRkNdL8Eco2P9ZHJJ+gbSnD41z8kTcywvl1B1sxfd4TgOtUqD4ZE+brr5cqKxMAvzqxx47Bjf/sb9jI0PEIkEmVg3yObNo2zZOsbkiTlOTy1SqTTc+a1QgI2bhpmbW2V5qYhPVYjGQufnM/HwuEi4aEUKQFEU9u7dS71eY2BgAL/fz9jYeK8O9WxyuRwf+MAH+dznPsuDDz6Iaer09/fx1re+jS9+8XZqtSo7d+7gXe96N5/5zF9jGDq5XI6rr76K97///ed3YFYQ2LBhI//hP/wHnnrqIIVCEVEU2LRpM295y1u4++67sSyLW275GQ4efJJvfOObtNsamUyaD3zgV9m374rzvptyGyVaCAKUy3Ua9TaiAKVCjU5LIxoJYVs2C/N5BoezLM67qb0zM8v09aV4/MBJDN1kbnaV1dVK9yjVQpJEDMPdjeRyKd7w5qswDJNSqcrc7CpPHZzk+ht2c+0Nl3B6aoGZM8uUyzUEBHx+lXXrBmm1NIr5Cu1Wh0t3b2L9hiESySjtVofvf/chtu2YYGy8n7GJAQaHMhw/NsPhQ6efEafhNmuUSjWWl4oUi9WerVKt2mD/I0d428/egM+nUqnUEUWRyclZyqWa27gBOLjJvcuLBZrNDnLspbnwe3j8NPOyi9Qf/MEf8JGPfOSs2zZt2sTx48cBN9b9t37rt7j99tvRNI1bbrmFv/zLvySXy73cS+l9Aw+Hw2zduq13LPd8O56129761reyfv16Tpw4Tj6f5/LLLweg1eowOzvH8vIyf/iH/52dO3dSr9cZGRlh585dZLMv//qfvb54PM51113Hbbf9IwcOHCCZTDIxMU4wGOIv/uIvsG2bX/u1X+PGG2/kTW96M3Nz8+zbdzmXXHIpsVjsFRscLZfqnJ5aYHgky9zsKtlcgkg0RCQaolis8oW/u4Mt28ZYt2GYVCpGLBYik0tQqzUxTYtqpc7yYgGxG9thWQ5+v0oqlebq6y6h3epwZnqZyZNzzJxZotN1nfjZd76GudkVTk3OUy7VuP+HTxKNBgmG/LRaHXTdZO++rYyM9LF77yai0RBnppf4ypfu5cf3H2R1pcT6DcMMDme5ZPdGHMe1XDIMo/felcs1nnziJBPrB3Ec8Pl9xJMR1m8c4ejRMxw/eobFxTy7LtnAuvVD7hFssYaiyGzcNMyjDx/p1To9PDxenPOyk9q2bRt3333307/kGXMtv/mbv8l3vvMdvvzlLxOLxfj1X/913v72t/PAAw+cj6V0O90k/P6X9q01Fouxfft2RkaGabVa9PX18/nPf558Pk8+n+fo0WOYpsXrXnczpmkSiYRJJJIvGvvxciBJEuFwmD179jA0NEQgEKDZbPLEE4+zurqK47iefqOjY7z2ta+lVqvT399HJPLc+tv5wHEcEgm3JiWJIq2WRjoTp1KpU681KeQryMdkAkEfCwsFCoUqkiQxPjHIxLohgkE/Rw5NcWpyHk3XkbtrFkWBTDbBxk3DSKLA9NQyhw9NsbpSptPRAXj8wAlGx/pIZ+Kk0jGqlQYOsLJcpFTKUSrVKRQqBAI+YvEwiiwzfXqRB3/8FIbhOkPMz61iWTaabrBh4zDr1g9SrTQolqoYugm4R44PPnAIQRDI9SUZn+hn957N7N9/DEMz3OYIy+bRh4/i96vdbKwIsXiEVsutr2WyCSrlxiv2pcHD4yeZ83JllWWZvr6+59xerVb57Gc/y2233cZrXvMaAD7/+c+zZcsWHn744W6k+4UnFosRi8V6A8GLiwtEImGy2RyC4JrP7t69+xW58D8bURSJx+PE43EATpw4weLiYm8nWigU0TSNgYFBBgdf+Yugvzu/JQgCxWKV0dE+TNOk0WhTKtWoVBpcvm8rtWqTWrVJPBFmx86NJJMRms02y0tF8vmy+xyiADbE4mH6u04OxWKNkydmKZdrWJYrLrZtc3pqgXvv3s+VV+8gEgmyvFykrz+Jz6diGCaWaeHzqTi4Q7WlUo2jR6Z59JGj2LZNIhGn0WyzulpGkkRisRDDwzmGRnIYhkm5XO91U85MLzEwkMbnU0llYuzdt5U773iEUrFKJBJE9alMn57B51cZGEiTSETxB1SWl0tEoyHi8TDtpoanUR4eL855EanJycleDejKK6/kox/9KCMjIxw4cADDMLjpppt69928eTMjIyM89NBDLyhSmqahaVrv77Va7Xws+wV/9+joKKFQCF13W7jb7dar5rhGkiSSySTvec97ABgeHr5g8fGC4A4PS6JEIOinWKiSSkUJhwOMj/cTj4c5cui028KdiDA62sf6DUP0D2ZYmF/l2NFpavVWd7DWQZJEbNtmYmKA/oE0nZbGmdOLHD96hg0bR9ANg3Kp1t1NWa4bejZBLBFmdmaZd/zca7j0sk2IonvM68ZqLHBmeomOpjMzvUSpexSXysRQfQqaplOtNpg9s0wkEmJ8YoBatUGz0cYwTQRAUiTmZlcQJZGNwgjbtk8QCPh44sAJisUq9XqLeCJCKhVlbLy/W6dqsLRYYGLdoDswjI0sejUpD48X42UXqX379vE3f/M3bNq0iaWlJT7ykY9w7bXXcvjwYZaXl1FVtbcLWCOXy7G8vPyCz/nRj370OXWuVwJBEAgEAvzar/375/3Zq4F169axbt26C70MwBXM6alFHAcm1g+iKBJHDk+TSEbYum2CS3ZvYueuDcTjYQJBH41Gm8XFAo8fOEGnoyOKArpmoOtu1Eer2WFsvJ/+gTSqqrjHcw8cQpREiqUatmWh+hS2bBvn+LEZGvUW99z9GBPrhnjrO67n1rdd2/sykckkGB7JcsVV2/k/f3o7d93xMJVKg3g8TDod58SxGUzTIpNNoCgKU6cXicbDbNgwTP9AGq2jc/LkLKIguD6Boki5VOexR48xeXKOdDrGZZdvQRTdiPhKud5LJn7q4ClKxTr9AymqlQaTJ+cIhQP09Z9fGy0Pj4uBl12kXv/61/f+vHPnTvbt28fo6Chf+tKXXrCr7sX48Ic/zIc+9KHe32u1GsPDw//qtb4UXi1i9EK8mtZnmhY7dq7Hsm0EAdZvGCKZjBKPh2k02kyemKVcrmNZNrOzy3Q6Gjju7NCmzaPusZxlYXdn0FRVZuPmEWRZYmFhlePHpul0NGRZolqpI+A6Thw9PE0yFaV/IE2t2iSVjrF+wxBf/uK9XH/jpUQiQVZXyhw7egZNM9iyZZwn9p9E6xj4oirReBhfvsy29UOUS3UW5lcxDJMnD5wknY4Rj0fI9aWYmVnGMEwMw+w6WbgpwJMnZvnhfQV8fpVMJk46HUdVZUKhAMOjOQaHs3TaGo16myOHT3PTLZcze2bJm5Hy8HgJnPdqfzweZ+PGjZw6dYrXve516LpOpVI5aze1srLyvDWsNXw+3ysahe7xL8d2bDcCo+sq3m7rTJ8+SaXSQOvoyIqELEn4VIVYNEQ8Eek2Erg1H9Wn4POr2G2NQMBPOhOn09bIr5RZWSmTSEaRJdfI1rJsbNs9YqxVmzTqbVRVJuBX0TX3KDAQ8KGoCrF4iMHBNA/c/xTrNw7j87tHou22xumpebSOTrutofoVsrlkb1dXyFcJhQKEwgHSmTjLiwUCAR+i6B5FrglsIhmlWKzi2A71WhNBEJifW2VxsUAqFSMSDeLgYNk2pmm5hravoi8YHh6vVs67DUGj0WBqaor+/n727NmDoijcc889vZ+fOHGC2dlZrrzyyvO9FI/zhbPmfiFid9vFBwYyRCJBZs4sMXVqgWajTSgcwNANfH6Vvv4UyVS0N1Rrd7cV4pr3oCiQSEbw+1WajTalUp1Ws0OiK2qyLOE44HQ77lqtDrVak1ZLo15vs7RUpF5vdb39RCRZQpIlVFVhdbWMYZg97z9VVVEUmXbbrXv6fAq249Dp6ORXyzSbHXx+hVwuiW3bvTWC28iSTMXIdLsK4wl3ze12h0gkRLFQZXp6kYX5PJIksWnzKFbXdkmSxFdNbdPD49XKyy5Sv/3bv80Pf/hDzpw5w4MPPsjb3vY2JEniPe95D7FYjF/+5V/mQx/6EPfddx8HDhzg/e9/P1deeeWrprPP41+G4ziuT54kkkzG2LJtjFg8zMJCHtuxGRnNsXPXegRBJBDwMTLahyzJ5PMVSkW3EUYQBEzL3WmIgkgulwLHnbuqVhsAxOIRslm3a28tSwrcQEXLsmg226ysFJmanKdWbVApN+i0daqVBksLBVKZOI/vP06t2kQQ3EDFTZtGiMXCbsS8ZqBpBoXVCs1Gm9WVEvVaE1mSe87upmnhdDOrHMeh1WxTKtaIhINksnFi8TCGabH7ss2k03HaLY1SsYokiVxz7S4kSUT1KSiq4omUh8eL8LIf983Pz/Oe97yHYrFIJpPhmmuu4eGHHyaTyQDwZ3/2Z4iiyDve8Y6zhnlf7TzzYvJqO6Z59oXuQq3P7/f16iyrKyXu/+FB3vK262g2O+7xmGkRDgc4dvQMO3auZ3ZmhaeenGRqcp5Ldm/EMu1uFL1rN5XOxGl3dFZW3XmoRCJCKOjHsizGxvvJ5ysU8pVuWq8rGLFYmGDQT361jCRL3Hv3YySSMQzdcO/b0VlcyNPR9K7HoI6m6QiiQH6lQiIZoa8vxdBQlk5Ho1io0WnrmKZJIKC6R8/+p53eTdPi8QMneHz/CX75g7fiOA7zc3lM00JVZYZHsly2bwu6bvDYI0eJRkMoikw4HMC23V2gh4fHC/Oyi9Ttt99+zp/7/X4+9alP8alPferl/tXnlcceewzTNFm/fj3ZbPZCL+csdF3n4MGDOI7Dli1biEajr+jvdwDHdutJa0d0lmXTbmv85Se/zGteexnZviSdjoFhWGzZOsaxo9O0Wx1yfUmazc4znqlrpKsobqx7R0ORJQYG0wQCPiZPztFstkmn42SyCcbG+6nXmrTbGsViDcdxKBaqGLrBv/8PP8epyXmOHjnN8EiOG1+7h3vvOYDjOAwMZOh0dJrNFgefPEUsHmLHznXIspsgfPDJk8QTEXTNpNlqYxgGgUCYSDRIp6P30nnX1pvOxqmU60iSRDDoJxwOMDW1QC6XZP+jxzg1OYdlWmzbPsH6jcPMza5QKdef7+308PB4Bhe1d9/LxcmTJ/jc5z7L8vIy1113Pf/xP/7HXmbThUbXdebn5/jjP/4ojuPwO7/zO+zcuetf3En5r0GWxO6Oxo1Wv+nmvXzh7+9gfm6VeqONbbshiLZtEwi6zg9+v8rkybnec7g5UCKiJKKosmsWa9uUilWaDTeZF6BYqtLRdOLxMIODGTZvTVGt1FldrdBpa2Qycfbs3UypWKPRaBOLRRgYzLDnsi3cc9djyLJIOh2lry/pHi9KIqoiYxgmCALZXJJQyH0P/X4Vpxst//QAt9NLArZtm02bRxAEgUazTaVSd48eG23a7Q4ry0V3Tuuyze68Vzc63h/woevGK/gJeXj85OGJ1DlwHIdms8k3v/lNHnroIVZWVmi1WlxzzdXs2XPZBXGcePb65ubm+P73v8+DDz6I4zjceeedqKqPXbt2vSLxHM9kTbSr1QbVapNcLoGiyGi669hgGiaKomAYBlbDRlFkZEUmHAn2TFx7oY0IvXgV23YQRTcsUJIlRFEgnY4TjgTw+32oqoIsScRibqu7okgMj/bRamoUClVU1f2dU1MLjI73oaoKoigQDgcJR4IYhtlNYhZwbBvbdr31FJ+MoZsoitydjRJQVBmzavUaPQAkWSKVcq2Y3MRfuu9DE8M00XUDWXZjYKZOzRMJB91h5Vf48/Hw+EnEE6kXwHEcDMPgyJEjfPGLtzMzc4Zm003g/fKXv8z4+ASJROIV8ex7IcrlMvv3P8YXv/glVlfzAHz7298mHI4wMDBwXkx7z4XdnY+qVhocO3qGWrWBLEsIooDZnS9KJKPUa010XaMqCvj9PuKJCLbtIAhPC51tO65zuAO2ZaOqMsFg2J3BAkZG+4hGQ9i2w+pqiXy+7PoFNjv4/Sq5viSnpxaYm11heCRHvdbi4QcP8/5feRO+riu5rMjdLkEHVZXBcW8TBAFDN1D9KvVa031xztN5Y70sse56g0E/jgOlUg0Hh4Dfhz8YoGo0aNRb7l0FgcXFAtVKnd17NiOIApZl944MPTw8nh9PpF4Ay7IoFov89//+hxw+fBTHsVEUhXa7zV/+5V+yZ88eXvvam0in0xfk2M+2be66605uu+02fvzj+wl0PfMOHHgcWVZQVZV/9+/+XTfE8fyuT8C9CLfbGv6Az51VCqhUynVkWUTXDSKRIKl0nGDQz+JCgWg0SL3WotnsMDra516wEXrHhZb19A5E1w3y+QqW5frvBQIq+dUKum4iSgLZbAJRFCnkKzQaLfoHMtiWTbnspuhGYyGq1SZTp+bpdLRuCzk0m21arTahYMANTOy6sBu6SavVYWAwQ63WZHxigEzWFZV2q+PuAGWp14qeSESYOrVAJBp02+WbNYZHc6zfMMT+R48hyW4m1spyEZ9PJRjyUynXaXWfy8PD44Xx/gt5AU6ePMmnP/2XfPe738PvV1nr1hcEAcPQ+U//6bf5+Mc/zg03vOYV37EAfOc73+FTn/oUjz32KKr6tFefqso88cQBSqUi2WyGd7zjZ18RERUEgXq9hWXZCKLA8EiOlZUSgiAQCQfotDVmZ5ZpNTV2X7bJbd3uhhP6Az6ajTbgYFluK7ntOOi66R7NSSK2ZWMaFqGga0fUamnYtk044h7ZWaZFuVSj3daQJIn9jx3juhsuxedX0HUDx7bx+30cOTTNqck5NM1g3fohxicGmD69wNGjZ9zjN8ehe/LYi4ofGe3r+gnaWJZ7TIkDlmUjyxKBgI9Wq00w5CeVjqFrBocOnkKUBPr7M677ue3Q359GN0xEUaBcrtNua2RzifP+2Xh4/CTjidTzcPjwIb71rW/xpS99yT0G4uljKMdxkGWZ1dVVPvOZz9Bud3jnO99FMBh8RdZmWRbT09P82Z/9KceOHe05c6+x5vSwtLTIn/zJ/2L79h1MTEycX8eO7rHXmt1RLBZmZLSP1ZUy/f0ZGo02Pp/C+vXDWLZFKBRgZbmIbpjIkkSr0Qa6R3vdepAA3UTfMGPj/YRCARr1Fs1mG1EU3B2PYdJpaxx66hSWaWNZFpIsYZgmqysljh2ZZnAoy+hoP8tLRY4dPcOTT55E0wxs22Z+fpViwW1hlyURSRIJR9xYeZ/P9QqMRkOEQv7ujsfpCZUDvV1fs9kmFApQLtWQJZFEMsrEukFs26bV1lAUCVEQ0XSDrdvGmZtdJZ8vo3SPFj08PF4Yr3L7LCqVCj/60Y+4887vUy6XntN88MyLyqFDh7nvvvt4+OGHX5G12bZNs9nk9ttv58iRIzSbzed0Ga65KOi6zokTJ/jSl75IsVjEtu3zu7juElrNjttA0NHZtn3C7dJTJGRZQlFl4okIpVKVQqGCKIgEg34KherTtSjL7gYd2qyuuBfyaDREPBEmFg+7s1KhAIGAj0DAh8+nYOgm8UTErTUJAooik0hGMQwTWZYwTRMEh2DQT6etd4UQtI5OtdpE103C4SCpVIxcLsH4RD979m5GUWXX0ijifgGpVppomoGm6b36m+M4VKtNAkF/L9KjUq4TCgcIBP1I3TpWKBxgbKwfVZUpFat02jqO7Xgi5eHxIngi9SxOnDjBAw88wMGDB3sC9ewLiSAIyLJMuVzmwIHHufvuu2g2m+fdPUDTNObm5vja175KtVrtdr099yNcW2+73eHrX/86p06dotFonNe1rdHp6NRqTRqNFtFoCFWVSWddyyC/X8VxoFioYpkWkiRg227taM09wsHdSbkiVUKSJfx+FVmSEAQYGMogKwqKIuPzqfh8KpIk9ToJEUCWJSKRILphdutIGqZhEQio6LrRtUpyn8+2bURRJJONk84kCEeCqKqC368iiiLpTJxIJIRt2xQKVXTdcHdSDqw5TjSbbTTN9SXUNINyuYauG0SjIdKZOPF4hHAkSCjkP+vnHh4eL44nUl3WAg6//e1v8cQTT1CvN5Ak6ZzfdGVZ4syZ09x1151MTU2d9/Xl83nuvfdennzyScTuPNELIYoiiiLz1FNP8YMf3MfMzMx5F1FRFGg2O7RbGrpmct+9B0in42zZOs62HesYGe2jXKphGiZjE4MALC7m3dmkLrIk9ZoJ8vkqjm27uyXDpFptdPOYdDTdAJyu2Kw1W1gIgGVaFApV5mdXsWwb23GwbAdNM1heKhII+IhEgwSC7jGe368yNj5ALBai1dQ4euQM3/zaj7Atm1x/ikg0iKG7R4iO4xAK+Z/z3k+dmieRiJJMRd2Ow5UyE+sHuXTPJrbvnCAcCXDw4CTNZqfb9GH01u3h4fHCeDWpZ7AmAouLC8jyi89ACYKArhvMzy/yzW9+g23btp3X2amFhQW+/vWv/bOOiARB4I477mDLli1s27btvB4viaLI2Fi/68FnWtTrTX5w7wFu/pl9jI33E49HyGYT9HVdJoaGcwwMZmh2B3wBbOdpq6B2W2NuLs/QUIbRsX46HZ0v/O0dNJuuA3og6EPtdurNnFkiFgsjSzKNRovH9x9HFEVuef0VpNIxSqUqh56a4szpRbJ9SfoHXAcLx3F6Hn3FQpVWq4NpWsiyzMZNI+RyCWRZpF5vsbpaJhBQu+9ht3bWbUG/fN8290hTkRkayiJJEuFwgGg0xEMn53jiwAmqtSaJRJSJdQNomoGsSHg96B4e58YTqS62bTMzc4ZCIY+u62cdoz27nvPMY0BBAE1rc+TIkfO6U9E0jVKpyOzs7Fnf4td+57O9BdfESJZFFhcXWF1dpdVqEQ6HX/a1re1iYrEw/oAPTXONWpPJGNffsJuFhTy6btI/kCaZinLwiUksy2brtnGyuSSnT83jvsUOandns/Y61m8YJBQKoKoyzeEsC/N5dl6ynpkzy1QrDQzdJBYP02y0EQRIJCMEQz7yq2W0juEez5kWuu42WUSiQTTNYGmxQCQSIhYLEQ4HmZ9boVZrIkmS20avKGzdNtFzNjdMi0DAR7utoShK9/8DrsdgJBJi+44JJk/MsrhYoNPRGR7Joigy//TNH5NMRbny6h3Mza7QbHYYGMz2du69mSsPD4/nxROpZ7B24Vj7hrz2976+vm5BXnUTYqenn/W45wrZi/2eer2OLMsoivKS4t6d7g7DsqzndBoGg0GSyVS3iF+l1WqiaVr3foLb0n0ejUzX5qQ6Hd19n2TZbRk3zd5uZXZmmaWlAmPjA+y9fCvz86uUK3U3br3WJJ1J4DhC730XBIGt28ZotzoszOdRFJl0Js6GjUOMjQ9QKTdwHAefT6V/IMXiQp6VlTKKrKOoCslkjEKhSrPZoaM97W7u9/t6beTtdodGvYmsyGgd13DWsmyCQR8bNw+TzsQolWo0mx1Mw2LzljEee/QIguBDEkUkyV1ro9Hm8FNTdDoaQ8NZYrEw9XqLRx46zPJykVg8jM+v4g+otDs6mVyClaUinY5ORHllukI9PH5S8WpSXQRBIBaLE4vFkGW5Wxx3YxlGR8fIZrP09/ezbt16fD4ftm33BE1RFAYHB1/SUdqa8P34x/ezf/9+FhYWXtL6JEkiFAqRzWZ7a3MvtiqZTIbh4WGGh4fI5XIEAsGnj89sm1QqRTQaeUli+C9FEAQM06TRaFEq1igWa/j8KuVyHcd2O+BmzizTaWuYpkU6E8O2bVZXS1TKjV7jhO3YXfFR2LRplIWFAqenFigWqwQDfoaGc4TDgW4OlOJ2/sUjJFNRHNuh1dLQNQN/wEc44rat12st2m13rkqURAzDxOm2uhumSblUQ5JEt+EiGqSvP8XIaB+Brpv61OQ8tVqTiXUD+Lq7vGdKfqvVYXZ2BZ/fRzgcQFYkTNPiyOHTPaPdVrODoihUKw2K+Qq1WhNdM7zuPg+PF8ETqS6CIDA8PMzmzVtIJJJrt6IoCjt27CAejxOJhBkbG6O/vx/Hcbo7GYV0OsNVV131ki44tm1TKpX45Cc/yWc+81f8+Mc/ptPpvOjjVFUll8tx2WWXIcsKaz3fsVicDRs2EotFiUajTExMkM1mcRyhG0SosHPnLkZGRs97urEougO9s7PLTE3OkUrFmJ9fRVZkfKpr3qrrBnd+/xEsyyYaDREI+Hudbo7tYBoWoiiSSEQZGMoweWKOQt7Ndup03OO6er3Vi6g3TZNisYogiESiIURJRNN1LMsiGg1RqTQoFqo0G+2u+4Ybr7F2bJdOxZEVmUDQTzQWZsPGEbbvXE88HkHXDUrFGmemlyjkK25EfX+6d7y5tjt1vzTYDA1nqFQaPPrwEarVOsVijWQy2ksJliWJ5aUCTzx+gnK5vrYF7bXve3h4PBdPpLoIgkAoFOK3f/s/8da3vpWxsTEikQi33HILb3/725FlhZWVVUKhEL/7u/+NoaFhYrEYl1++l1/+5ffzlre89UVFym1XbvDxj3+MH/7wR3zxi1/i9tv/kR/+8AcvqZ61bt06fvM3f5Obb34d0WiE0dFRfuZnbuGXf/mXmZ+fZ35+gbe//e387M++gw0b1hEMBnnNa27k13/9N9i7d+/L9Va9ILblcMWV27jl9VewecsYS4sFMpk4b7r1GvZesY1g0E8mm2BgMM2jDx/h6OFp6rXWWWatbiZUiM1bRpibXaFeb5LrS9HpaNx3z35OTy0SCge5bO8WxsYHaDTaPHD/QQ4fmiIWCzM4mCYaCVEq1igVa5TLNZotV+B0wyCTSfD6N17Fhk3DyIpEo9kmk4mj6wa792xi67Zx4vEItWqDr3/lBwSDATLZBLbtMHVqgUt3b3QTgR3XaxBcjal1vQEnT84hyxIbNo7gOA7Xv2Y3N7x2D/2DGY4dnWbDxhHe+29+ho0bR1AVxXVX9/DweEG8mtSz2LFjB3/4h/+d3/qt36ZWqzE6Osp9991LsVhiZmaGo0eP8Hu/9/vs23cFmqYRiURIpVIv6Shtbm6O733vu3z6058GbERR4MEHH6BWqzE4OMjWrdvO6Vzu8/kYH5/gH/7hC8zOzhIOh5EkiTNnpjl+/HivRvW+9/0i//bf/hLlconR0TFCodAr4tguSgKNRhvLckikogQCPpaXi9x15yM0G21SqSgry0U2bxmjkK+yvFSgXK6dJe4O4A/4SKbjPPn4CRKJCKVi1fXgi4ZpNd06UjabIBwOkEzFGBhMc+TQaU5NzuHzdWeo/Aq2ZVOrNpmeWqRebxGNhNi8ZYxOR2NgMAMOLC0W6B9IM7FukHQ6higK1GotFhbybNw0TH61dFbs/DXX7kLodvbB080znbZGoD/F4FCWaDTIykqR7TvWcfCJSQIBH3q3wSOZimJalntU7JYMPTw8zoEnUs9ClmWi0Wiv/qMoCvfddx/Ly8tUq1VOnDjBoUOH2L59O4Lgxkm8FIFaWFjgvvvu47Of/Sya1kGSJCRJot1uc+LEcT72sY/xsY99nGQy+YLO6q6bhEgkEmHdunXIsszk5CT3338/9XoDx4FHHnmE4eFh9u69nHQ6jd/v7z32fOJ0s5ZKxRqaptNu60SjIUzLol5v4VMVhkf7iEQC9PWl3Lh2TaNcrrFW4XFws5vCYbebb35ulVQqytBwDp9fwTQsqtUmc7OrvUHbVCpGKh0jGg1RLNSo15u0WhpaR6fTcf+9uJAnEPSzecuYG+uhuAPCfp9K/2CGbC7OyEgfjW6beblUQ5IlEokog4NuOGKxUGV5qYggQDId681yOV2vP8MwSWfiDA5nCIUCOAg4tluvajXbKIrM8EiOYrHKiWMz1GstwMHTKQ+Pc+OJ1POwFskgyzKGYZDJZLnuumup1+vEYjEMQ0dV1Ze8O2m1Wjz88MPceef3OXr0yFkt7Gudfvfddx933XUnt9xyC8lk6gV3VGtisxZqKMsysViMN77xTQD09fUhy8pL7hp8OXCgG3ehoHU0atUm+UKFUqlGJBwgHo+QSEaIRENuPLzk5jKl0rGeQ4W7M3EIhQIEQ34s08JxIBINISturpQ7v+S+L41GG9WnEIuGyGTixGIh8qtlSsUatW5Sb7uluTWqjk4w5CeZjiKIEPIH8PtV4vEwiqLgD6gYukmz2cbQTURRxO9Tu/lXrqCFwgFarU43FThGp633Xr8sS4yN9xOLh1FVBVWRSaWiRKPBnk1Ss9GmVKqxuloBh26WluJNSXl4vAieSL0E3vjGN/K6170Ox3EtdLLZ3Evu5AOYnp7mO9/5J+699x50XT9LPERRxLZtFhYW+fznP8fExAQ7dgRe8jxTJpPhuuuu57LLLgPA7w9cEFd298IrYVsyum6yvFTEtmz27N1CX3+KeCKCLIm02xqrK+5QbCabIBgMsDC/gmW5YYORaJBQMEC7reHzKfj8buSHrhuIgkgkGiQY8tPp6CwtFqnVmoyN9pHNJVFVhXgigqa51kW6pmMYbkKu0XUfd2ynZxgbCvkJhlzPvZnpZdptV9SisTCGblCp1qlVm0SjQRRFJhYLUyrWSaZi5PMVDN1EECAY8rNt+wTBkB+t47a7h8IBItEQwZAfURSoVhuc6nYJDg1lCAR8iJJ43l1APDx+0vFE6hwIgoCqqlxyySX/4uewbZtPf/pT3HvvfeTzBXw+9Tn3EUURn0/hnnvuY+vW23EcuPLKK1+SECYSCRKJCxv3IOC+BjfgTyAQ8DEy0sfOS9azecso1UqD2TNLLC0VkWWZkyfO8O733uz67okiwnCOpcVir6svHA1SrTaZnV2h0WiRSsWIxkKEQgEURXZ3MQJIkki72eH4sRmCoQCJRBhRFInHw2SyCTptjWaz0wtGPD21SDgUcHdwbY16vUW+UKXV7CAAktwVDcc1ow0EfdRqTYqFKqsrZcqVBtF4mEwmRrlcR9d0JElheCSHz6+ycfMoj+8/zv7HjjEwkEbTXNfz0bE+Rsf62LhphPvuPUAiGaXV0nAch2jUm5Py8DgXnkidR0zT5Hvf+y5f//o3KBaLZ+U+PR+qKnP77bcRi0UZHR1lcHDwFVrpv5JuYaXV0pg+vUg8Hubqa3cSiYY5sP8E9VqTaCzE2Fgf09NLpFJxOm29J8KGYXXNXh0URUaS3N3luvVDjIxkMbuOEc1mG9t2/fpUVQZFQVRFVFVBADodg0BQJRwJMjyS49TJORYX8ti2Q6ejk07HeOs7rqdYqDI/t4plOYiShG25QYeW4aDprkuFrrm7JH/Ax8BQlv7BjDsY3NbwB/wE/Cq6ZuDYDpZpEQz5qVUbSJJIJpNAkiSGhhOsLJcol2pEoyGy2QS3vuVa7r7zMTRNJ5GMEE+8/A4gHh4XE55InSccx0HTNL785S9Tr9dxKzfn3hlJkkSlUuWJJ57kgQce4J3vfOcrstZ/Nc7TrhObt44Ri4ZxHDh86BQbN42wZesYrWaH01MLJFMxmo0Os7PLjI71I4oiZ04vEo2FkCQRv991Nrcsm5kzS7RbHVSfW+dRVbd+5POpqD4ZRZa7bugK0ViIgcEMyWSURDJKOBzANC18PgVZkVFUmXa3oWJ8op9EIkqpVKNYqGBbNg27hWU7yJKNLdmYokWr1aFRb2NaFu1Wh1ZLY+OmEffYsHtMZ9sOC/N5JtYNUqk0KJVqGLrB6Jgbb79+3yChcIBCocqBx44zMJhm35XbOHlitjeU7eHh8cJ4InWeME2TarXKU08ddPOMeNry59kXpmd67blhfHMcP37srDbnnwQcoFKuY9sO0ViIdDqOpulMn17Etmx03c1ichyHcCSILEtYlkUkGuy9Vsu2sS3XLcPvU8j1JXtuFGe/h72bAHdAt9ns9JwjggEfpmliGCa24zqgG4ab9Nuot6l0Gxrq9RaGYfZCFHXd/ccy3Th7WZYQJQHwuc00irtmw3QThCXJjQWxHbeBQhRFLMutg/l8CgsLBYJBtwU9GneHjfOrFVotNwzRw8Pj3HgidQ7WBMUwjLOERZIkZPncqaqWZVGr1VheXsZxng7IW3u8634g9OyV1hAEqFTKLC4u9LKOzoVlWZimeZagra3vlcSBXix6p6OTTEYYGEhTKtU4engaSZbwqQqtZgddN8hmk/h8Cs2mSSabYHWljOPYaB3NvdgLAj6/SjIVReym/lq2jWV2vQu7n82a+0OnrVMu1Wg12mhtHQEol+rouolk2ZiGidh9bxYWVllaLNCot+h0XPEydAPTcP9sWRYODqoq98x8VVVBVQ1URXZTgLs+f4oik8kk0HWDWCyMz6eg6yaVSh0HNzsrEPQRiYRIpWLkV8vMz63Q6egoMe+oz8PjxfBE6kUwTZO5uTlM0+i6DIjE43Gy2ew5Rcq2bTRNwzBcy59n3jcajeL3+/H5fLRaLcrlcne3tRbDbqHr+ks6Cmq1WuTzq3Q6GuDaJyWTSZLJ5Is88uXFsR38PpVNm0YoFWsceOw4nR0TXHLJRnK5JIuLBRYXCu5OptlBlsXursN9vIB7dNaot93ZM1VmcSEPQDabJJGMEI2F8PtULNvGNNfcw93WdKVrvSTLEpVKg4WFPEcOTzGxbohAwE8kEsLnUygWqxQLVRqNdq8WZhhmNw7ezeBSFKm3Y2s02lQrDcrlOq1Wh8GhLHY3UXftH0WV6XQ0hoeziKJIs9kh15eiXKqxbfuEmzFl2czNrfKDew6wdft4z7fPc5zw8Dg3nki9CI7j8F/+y4fZv/8xSqUymUyGj33sY7zxjW96UXeI/v5+BgeHmJycxHHc3ZIgCGzevBlV9ZHJZMjnVzl06BCFQgFJkrAsm1Qqzfj4xEuawzpx4jif//zn+fu//3sAbr31Vt773vfyhje88eV5A14C7oSTQyQSpNlsU6s3mZ1d5uiR00xNznHJpZsYHMqwafMInbbO9p3raDRa2I477zQ9tUA8FgYkms0Ofr+PVCZG/0CGm27eR63aoFptsLJcIhj0n9VsoKoKQ8NZBgYzFPMVKpUGtWqTWq1Jf3+axYU8wZAfv9+HokisrpYJBv34VIVkMkow6KblTp2a781FSZKIprm7IUM3SaaiDA5lUVWZvr4US0sFWi0Nuia/p6cWGBsf4OiRacLhAK993V4ikSDpTIxqtcmpk3McO3aGw0+dxrIs1m8cJBaPAJxXd3oPj4sBT6ReAMuyMAwDVVW5/vobOHHiBMViif7+Pq699jpEUcQwjF6U/LMRRZFYLMav/dqv8Ud/9EesrKwCDplMmp/7uXfy93//90QiESYm1tHfP8Df/u3fYhgWmUyaG264kTe/+dZz7tQ0TUOWZYaHR7jxxhv53Oc+h+PY7Nu3j82bt2DbNrqu4/P5zntNa61potnquCLjU9m8ZZRcLkW71WFmZolSqeqGEsoS0XgYRVU4cXyG01OL2JZDKhXDMS1qtSb+gI/RUB+mYfLUwUnGJwYY6nb5lYs1lpdL9PelGB7NkUrFqFYbHDp4yq0/dYd+wd0hTU8vomtmz2tPVV1Hi1TabbBIJNxo9y1bRykUaizMrZLPV11niWSUeCKMYZgU8lXm51bYtn2cpw5OYhgmiiLjOA7lUp2ZM4+z78rtDA1l8fkVSsUaR49MUyrWqNdbRKIhXnPTZayulDAMN4peVWWi0RCe54SHxwvjidSzKJVK7N+/n6NHj1CpVNixYwcTExMkEgnq9Trr1q2nUCjwt3/7NzQaTYaGBtm1axe7d+8Bnj7WW5uxet3rbqZebzA1NYXjOIyNjbJz5y4KhT/Fti02bdrItde+lVAoTKVSYdu2bVx11VVMTEw8Z22WZdFsNvn+9+/g6NGjRKNRxsfHSaXS9PX1YdsWmUyGyclJvvOd77C6usr27du58cYbz2m39HIgCAKWaZFKRYlEglSrdQBMyyKg+mk2O9RrLXeoV5Go19tUyg20ztMBk47jdL35WpimRTaXRNcNVpZLVCtqrykhlXw6pn15qcjycpGTJ2ZJpeME/Cqy7DpUzM0sYxoW/oCK1nFrVrIs06i3WF4uEgioxBMRhkf6sMfdTsNINNRzP9c03W1Vt21Mw+q5rJdKNXw+tWeNZNs25VKNlWU3mj4cDpBfLbvOF60OjgPy2tpTMbJ9SYqFCoZpeY4THh4vgidSXdwivM2BA/v5+te/zkMPPUS1WuGSSy7l3/ybnycQ8JPNZkin09x99938zd/8Dc1mg7GxMebn5xkcHHqO04Moiqxfv553vetdzM3N4TgO2WyWxcUFyuUyjUaTTkdj8+bNpFIpisUimzZtIpPJEAqFnrPGRqPBkSNH+Id/+AKHDj1FNBph374ruPrqaxgaGsS2bYrFIocOHeL73/8++fwqu3ZdQiwWY/fuS8lmz48TxdqF1nEc4okIum5Sq7rHbpIsMjSUZXW1zMyZZSLREMVijfxqmVaz0xUUu/d4wzBo1FvUak1Gx/o4eWKWRqNFu6Xh4A6/ptJxVFWhWKiwvFQkn68wc2YZw7BIp2IEgj4M3WBxsUA8ESGVjlGpNFheKmKaNpZlY1oWtWqDUrFGo95G1w0GBzOu1VI36Tefr7jRIZJAMBQglYrSbunddT/9n44gCDhAqVhFUWTCkSCmYbK0VGB4OIffr9JqdVhaLJBIRhkYSNNuadTqzfPyeXh4XEx4IvUMOp0On//85/jBD37EysqyO8NzZoaBgf7ut+AUhqHzyU9+glOnTiMIMDMzw5kzM2zfvp23vvVtz3u0Njo6yujoaM+n7wtf+AdM06bRqHD69DQzMzNcd91151yb4zjMz89z221f4Fvf+lbv4l4uV1heXqavz824uueeuzl5cpKjR48iyxKzs/PE43F8Ph+ZzLmbPf61rNVXdE13ww4dh4GhLNt2TGA8McnBJyfx+xVOn16kXmu5Ue1+H81mu/sMAo4DzWabxcU8mzaN8chDR0ilYqg+hWazTSDgx+9XKBSqTJ9eZHZmmXq9iSiIrK6U8akKjuNQKLrBgus3DNPXn8KybDodHX9ARUGiry+JrpuUilWOHT1Dp6NjmTZ9/SkCAR/ZviQnT84yNJRFlETC4QCxeJilpQKWdXYKs9N1qLAsm/m5FXx+lR071zN11wI3vGYPkUiQudkVTh6fdXdVsoQguh2KvITmGA+Pn2Y8keriOA4nT05y4MDjVCqlZ9gXOTz66CMIgkAwGGJy8hQLCwv4/WovubdcrvCNb3yDW299yzmbKdZa2sPhMO973y9gmhYDAwM0Go0XXZ9hGMzNzXLXXXeiKG6LuePY1GpVjh49wrp16wCYnZ0ln8+jqkpvLffffz9XXXU1V1xxRc+Y9nwgigIP3P8UCwt5Oi2NG167m0K+zDe//kOWl4o0G22WlkoszOV5461X02p2mJ5eotVaC310HScajTanTy1y1dU7GRzOsrJaor8/za5LNuIPqJSKVQ4dnKJQqNBqddA6Bql0DMMwefLJk3TaGsGgn1AogKzIhLoCk0zFSKWjTJ6Y67bJRxmfGCAUDqCqCo8+eoR164bYum2MZCrKL33gVr5/x8MU8hVCoQBj4wPc/oU7MQzzLHFZy8C64qodzM+tMnVqjtNTCzi2ww/vexxVVQgEfGzbMcFd33+UpaUCqXScZDL6oiMGHh4/7Xgi1cVtN65jmsZZ80mKonDy5MmzWo6fnSXkOFbXVeLcCIJAJBLh137t3/ei519q1IdpmmiaRqfTeUbdS0TXdZaXlykUCoBbt7Is6yyndV3X0LQOpmkA50+kbNthbLyf0fF+DM1g5swyl1+xjenTi66jeSRINpfkmut2MTO9zMJ8nnqtSTDow3HoOs9LCALUak2efOIk+67YyqlT84RDAcLhACurJe6987FuGq+AJEsYhsnSYpFEMkwsFiYaCeHgUMhXGBnNMTiYplZr0G61sS33Po1Gi2azTTwZYXAwy8pKEVEQiMfdn5eLNXyqyuBgluHhHD6fwtTkHKViHX9ARZKl7ufg2jS1Wh2OHJ5m06Zhtu+c4NTJObK5BKVClU1bRkkmoywvlRgd6+eS3RtZWshj9NroPTw8XghPpLoIgkA6nSYUCiHL8lkX+rUZJlhLZH1GSJ8DsqwwMDDwkn6HIAgv2eH8mSiKQjgcJplMsri4iCRJvXWsdfI9+3c5joNt28TjcSKRCKp6/uLjbdsmFPJ3s5UMdBxUn+LOHAFDQ1mSqSjhsJ8Djx3vtoinGB3rY2F+Fdu23J0mDnTXfujgFK9/45Vs2z6Brpu9LKZWu4MoCu68EgJDw1lEQaBabWKa7vO4DXMC0WiIUDiIqipYtsPSYsEduvUrWJZNYbXCEfs0zUYbraNTrzWZm11h+vQigaC/51iez1d4fP9xJFnsDfg6joMoSkSjIbZun2B1pcyZM0ssLOQJBHxcf+NuHn7wMMGQn2AogGXbXUF2CEWCGLp5Viqxh4fHc/HOGroIgkAmk2VoaJhgMHiWC8Qazx6uXROsUCjUC0E8X0iSRDyeYOPGTc+piZwL27YZH58gl8ud13wpAVc0ms02rVbHbU4wLaanlwgEfV0n8H4c26FabWAYJoIoICsSYncezHEcd7jVcXCAfN7tkAsG/UiSQH61zOyMG+shimLPy8/fdabw+9Wek3m7pfW8ABVFRpZlRFGkWm2i6Ybr+iEItNsac7MrNOpunMfSUoGTJ2ZZXCywslxElNxcMU3TWV4uIXXjNZ5pzSRKYvd4VaDd6lCtNhBEgcGhDOs3DiEgsLpSolZt4POr1KpuV+Pz/X/Mw8PjbDyRegbJZJI9e/aQyeSw7XN77IF7UV0b2r3qqqvOa31BFEUymQzXXHMNiqJ0a+4v/C187WeyrHD55ZczMjJ63tfXaLRZWipSKrmR8I16i8OHpkgkowwOZQgEfdTrLZKpKIlEmFKxxonjs5RLNXdtjntkaNsOjm2D47C6Uu4awVZZXi5SKlZwum7psXiYRCLajay3CQR9vZwm0zQJhwNIstTd8Qj4fW57eqXcoNl42lG93eq44gYsLBSYPr3oNp3MrFAq1SiV3Vkny7Kwbce1TXrGEG6no3H08BTNRptA0E8sHsaxHXTN4JJLN2E7DpMn51ldLRMI+FhZLrGyXKLRaD3Dl9DDw+P58ESqy5oAvec972HPnkvx+329utHz4TgOum4yOjrGzTffws6du877Gvv7+3nLW97K1q1bukd5zxXStbW57dwmmzZt4o1vfBMbNmw4fwsT3OM1x3FYmFvtZUPF4xGuve5S4vHI0xHsyyUOH5yi3dJYWixw8vgM+dXKWeJv2zaWaePz+xgczmLoBrMzK0xNzuPz+fD53OymLVvH6B9IoXV0nnxi0hWVYg1Zkdi+cx1XXr0Tx7GpVhtYls3gUJo9l21GlkUqlQaGabrBhEE/um4QCPgIBnwMDed4y9uvp15vsbxUBCCVjtM/kEbTuhEjz6hPtpod9j92nHq91c3OWubY0emuoa7GyGiObTvGicUjxOJhTk3OUShU0HXzJ8Y82MPjQuHVpJ7Fpk2bede73o1tO9x22234/c+t46zN8wwM9HHrrW/mV3/1V1+RtcmyTC6X46Mf/WN+5Vd+hVKp+Jwa2TMJBgP80R/9ERs2bMDnO3/1qDVs2yaeiCDJ7jHbW95+HXd89yFmzyyB4Eam53JJ6tUGx4/Pks3GWbd+iEql0asjaR2dTtv1IczlkqiKQn61TKFQwXHgZ9/1GmrVBouLBWZmlqlWGtRqTcyuMaxl2UiSSDgcJJmK4TiudVIk6jZtrFs/xOMHTiB016MoErbjYBuu/18oHEAQ4Mih04yM5rBMi1azjaK49ktLi64lkmVa3Q4/N0zr0t0bKRSq6LpJKORn3bohTp6YpVyqYxgmiUSE1928l2qlwdj4II1Gy4vp8PB4CXgi9SwkSWLfviswDIPZ2RkeeOBBfD61JwRrzQg+n4/3vOe9vPGNbySTybwi34gFQUBRFK644gre97738ZWvfIUzZ6bPOoZ0HPc4Kh5P8O53v5urrrqKUCj0iqzPcdxmiWg0RDIV5eEHD7t1oEoDWZaQIhLVaoP+wQwOoOsmjUab/v50b8ZKUiSUbn1nYDCNYZoUC1WqlSatttZ1VBc5c3qJarWJrru1HUWRMS3rrNbwwmqJjZuHCYb8qIpbVzo1OY9l2QiCQLlUp1ppoOsGsiyhaTq2YyNLEoV8hUDARygcoNXsEIvLpDNxfD4V0+yGNDoOkiAQT4R7TRuJZIRMJoFhmji2a1ArSSL1eoujR6ZZv2GIRDKCput4dhMeHi+OJ1LPQzKZ5JJLLuXnfu6dTE6eolIp93YsTrducv31N3DTTTexadNmVPW5kfDnC/cYLcGtt76FxcVFNE1jaWmpZ9FjWRbJZJLdu/fwjne8g0Qief5ncRx6dZ9UMkow5Jq2FgpVtI7eTdp1qJTrmKbF+PgAsViYUqmKZdlEosFuVx5IothbbyQawjBMqtUGjUYLraNx6tQcquK6mXc6bkdjMOhj3fohzpxZol5roqgy2VyCTlun3dLAcQUxGAx03SG6DRqI+PwqmWyCpcUCtm2hdXRakowkSzTqLcrlGqGQn3A0iN+nIooCkiR2o1a6YwXREKsrZQIBdzZLEASWl4oIuLNjluUGKDqO2xafSsdoNFoICN5uysPjRfBqUs+DKIoMDg7ytre9nauvvqonQmsmpalUive+9+e59NLdpFKpC7LGffv28YY3vIG9ey9HVX29XCpFUdmyZStvetObuOaaa1+xmofjOO5xZF+SUMhPIV8Gx+n55Ymi0PPlazRaKKrci4pfM2oVBPeiLuBgmW5AoWmY7vGaZSPJEqVSjaXlYjeeQyIY9JFMRVm3YYhkMorf7yMaDbFhw7DrIVhpUMhXaLc1YvEQ4+P9yN32/WDQTzabZGLdYC+w0LYdDNNE0wyKxSpzsytUKg139yQ+7cu4lgcmCOD3+zAMk3AkgCSK1OtNKuU6zWan28RhoWsGtuMwO7tCIhEhHo/g86ue4YSHx4vg7aReAEVR6Ovr4w//8H9w6tQpTp8+TbvdJhyO8vM///O84x3vwO/3X7D1CYLArbfeiqqqLC8v8dBDDwKwa9dW3v72t/O+973vFXUzsG2HUChAIhmlVKqyvFREklzrpnq9RTQaYmxigFDIz4ljMyRTsd6sl667mVvuMK8MgoCmGSiKRLutoygSub4kqipTq7ZotTpEIkF8PgWfTyUeDzN9epFcLomiyIyO9bF12zhTp+bRdaObD+W+Z3v2bibyhaA7rxZx56fqtSbBkFuLUlQZSRRdVwmB3syc0Q1NVBQFXdcRRKG3K+t0dFRVdoMWyzUsy2bTllHSmTj7HzmKJEsoikyxUEVVFRAgHg/TbHW8NnQPjxfBE6lzIEkSW7Zs4Y/+6H/yR3/0R5w5c4brr7+eP/iDj7wijQgvhs/n58YbbySRSPDe974H23b4//6//8xrXvMagsHnGtSeL9Y2A6GQH1EU0TWTTltnYsMQS4tFwuEAum4wN7PCwGCaRCpKu6MRi4UIBHwUClUSiUjX5b2NoZtEokEURaZWa5FKxegfSJPuWh8ZugU43WRjt+4TiYbodDRKpRqmaREI+th1yUaOHp3G7O7K+vrSiJJIOhNjbHyASDSEZdnUqg1+/hduwTDcgeH8aplKueHuCAsVfD4Vx3YQRBFFkWg1XVcPAMeGwmqZdeuHmDmzjM+nEAz6abc7HDk0RSDkp9PR0Q03l6pWbdJqdggE/QiigNbRX/B99fDw8ETqnKwdlV177XX80i8tUavV2Lv3coLB4AVemYvrXhFh27btfPjDH8a2Hfbt20cymbwgrc1O938HBtP09SWJJ6Lsf+QopmkRDPoJBHw0Gm1kWSIeC5NIRrBsh8L0Eul0DMsykWUJWZF6M1OSJGIaFu2WRqvZoVx2Z6oURe7GyIMgCqiqTLXSoNPRaTY7zM6scP2Nl1KtNSnkKwwNZ9m9ZxM/uPdxTNPdvfh8CpIkYegGP7j3ccrlGp22jq7r6LrpZoLFw2SyT9sXSZLYW9+aP2yr1cE0LYaGs9TrLeq1JpblWl6FI0GajTyyLLF12wTpdAxNc53U3RxMrwXdw+NceCL1EohGo9xww42Ypkkul3tVmYJKkkQsFuOWW16P4zjkcrnzmht1Lty5MlBVGUeGE8dn0HWTZDJKMhXDsiwK+QrhSBBZluh0DGq1JoZmdJ/haX/EtRkkSRK7Ee6uN2K5UicSCZFMRjAMk0a9Tbuj4fOpiIKAKAgYusmJ4zPsvmwTggC6bqDrBoZhcfTIGTodjbm5VaqVBv6ADwFQFLcmpRsG7ba7u8nmkkiS6B5LIuA8M7a+py2uNM/OrDCxbpBQyHVDFwUB1a+QySRoNNoUC1VOTy2QTscIhQI0Gh3XbsvTKA+Pc+KJ1Etk/fr1F3oJL4iiKOd3WPdFELr/WJaNpj19fDV5cpaBwTS5viTJZNQVlUYbURJJpWPMz66wulw6O0LdjfnFwe1UlLsGsq1ueOBaJ2G7rdFuadTrLTTdoFJuEAz6UH0qhmGyvFTkzOklLNN9jka9zckTsxTy7uDw0mKBVVHEH1CJRIKEuga24LiCJwq91F9JEhG7HYq6buKOdLlNE+DuaGdnltmwaRhFdY82HQf6+9NEokEGhzKYpsX83Cpbt40TCQfRNQPdcHeOHh4eL4wnUh4vC4IoYOgGtWqDaDREJpsgEg1xw42XUi43UFSZQMgHOMxML3LZ5VsoFqrUak3Ckaed2QVBBMdBN03abY1gMEAo7KfTCSJJIrF4hGazzamT8+i6TjgSZGLdEMeOTLO6WiEQ9BHs2iM9+shREokIY+P9lIo1fvyjgySSEdqdDpVynWrLHRp2HAdVVRgYSJNKxQmF/QiCwOmpBYrFGiOjOdeQ1rafdpx45msXBGq1BvF4BNu2WVkuUsxXuWzvFpaWCmzYMMTIcI7HHz+BoirMz69SqzXdbkxPpDw8zoknUh4vC4Ig0GxqtNsdIpEQub4kb3zz1Xz+r7+NZdtcunsTm7aMUq022b5jHdVSnVA4wL4rtzOxbpBTk3NuI4Rloesmum6QX62wcVOUWCzM/OwKp04toKoKiUSEZNK1WnINfn3EYiF0XcfvV8nmkmzZNkGz2eLm1+8jHA5w5PA0pVINWRJ57JGj6Lrltrv3nOQdpqcXabU6DAxmiMVDzM2uMDSUJR6PIIlSr+nBH/B1baDcY8LtOybI5hI0G22CQT9DQ1kqlQYIcGZ6iYceOEQwFODyfVu5dPdG/unbD1CvtdzE3+CF6xD18PhJwBMpj5cNwzCwu3EYpVKNVCrG5Vds5eSJOU4cn2H69CKqKrO8XGRlpUQw6CedjhEIqL2jM0mSeoGTp6cW2LRphFQqRq4vRbPZYXS8n5WlIuFIEN0we5ZJgiBgGBYbN42wddsYjUaT0bF+5K7BbCjsZ2S0D8MwufyKrTzy8BHqtVbvOHEtF0rTDAr5CvW6a/46NJIjmYpiWhaLC/luCq8PSeoa1woC0VgYSZJYWiqwslLCtm0CAR/f/daDdDSNeCJCLpfENC3+8R++TygUQDcMRFNEeBXVNz08Xo14IuXxsuA2Fjioqoxt2xi6W2+JJ2JuiGC5Trlcx+oOxS4tuiGNq6slFhYKhEJ+BAEMw91FmaZFo9Gm3mjjD6gkEhECQR8z00s0G22isTB+v0o4HCAQ8FOrN9E0o1cPiscjzM2usGnTCACm4VoZDQykObD/GKFggIDfhyxLLHbX4jgOnY7mzkSJAoGAn77+FH6/j1qtycpKCVmR3LDEeARREDAtm1OTc+TzFeq1Jv6Aj3A4iN+vEvD76B9ME4uGUFS51yiSzSaRRBHLtr2+CQ+PF8ETqXOw5oO3tLSIYZg9a6R4PE4ikXhVOFi3Wi3K5TKdThsAVfURi0WJRqO80q1jgihQrzWxHYdg0E+91sQwTKLRIOlMnHg8clYjQqvZQdcNqlW36QEE1wHdsrAt10GjkK+Q60uS6HYIHl6YIuD30Wy26XR0RFEkEgnQ7mhIskij3qLd6pDNJtA0AwfXLd7vV8nlkgSDfgr5CqZp9SyO0pk45XIdRZAwLZtOR8dxHMYnBkilYoBDvdakWm50h4+7YYWCu956rYlpuiay0ViYcMQdUYhGgkRjITptjUq57jZd2E7P0klWvHqUh8eL8c8WqR/96Ed87GMf48CBAywtLfH1r3+dt771rb2fO47D7//+7/PXf/3XVCoVrr76aj796U+f1X1WKpX4jd/4Db797W8jiiLveMc7+D//5//8ixJrzzeGYXDfffdRLBbRdQOfz8fVV1/F7t17kKQLf5HJ5/M88sgjTE+fBmBoaIhdu3axffv2V3wtoigyO7sCwPj4ACdPzqJrBpFIkA2bRphYN4ggQjweZcvWcTTd3VmUSzXqtRa6biD2vPsscGB2ZplUOkoyFWV0rJ+FuVXSmThzsyt0NB1VUWg23ZDFUMiN3Gi2OoTCAS7dvfHpTr10nGDIz6GDU5RLdep19/f5Ayrbtk/QaLQJhwO0Wx2atpv8u2XrGLFYiHKpTqkrLIoiIUkSUte7T5JFBgYzRGMh0pkEiiyh6ya1epNwOMDc7ArHj56hUqmTTicQRYGnDp5CVWWy2YTXgu7h8SL8s0Wq2Wyya9cufumXfom3v/3tz/n5n/zJn/DJT36Sv/3bv2V8fJz/9t/+G7fccgtHjx7t2Qj9/M//PEtLS9x1110YhsH73/9+fvVXf5XbbrvtX/+KXgaeafrp9/u55557uOuuu1haWmZgoJ89e27vZTat8Up65D2TWq3KE088zh//8f8C4AMf+BUGBga7nnCv0Pq6Pei2bTE+MeAm4vpUVlfLbNoyiupTaDTb3Hv3fg4fOsWuSzZimhbrNwyzbccEV129g/m5VR64/6lunLqDrEhIksjSUpHB1QoDA2n6+1Ls2buZpw5OISsSo/39BAIqRw6dRtMMbnztZQwMpBEEgb/73He47sbdJFNR0uk4pmlyanKez//1t3nNTZdxanKeqck5lpaKHHjsOKIo0Nc3RCHvRoKMjPYxPjGALMvMnFlibm6VUNjfiwKRZJFEIsLIaB+7Lt3A7MwKTxw4wfJykXKpxspKmWwuwYYNw2zeMkqpVOf0qQXGJvrZHB49K+jRw8Pjhflni9TrX/96Xv/61z/vzxzH4ROf+AS/+7u/y1ve8hYA/u7v/o5cLsc3vvEN3v3ud3Ps2DHuuOMOHnvsMS677DIA/vzP/5w3vOENfPzjH2dgYOBf8XJeHqrVKvl8nlKpxJYtW3jnO9/JyZOTmKbFvn37uOKKKzl1apJWq006nWZgYOAVG6B1HIdGo8Hx48eJx2PE43FuvfVWPvOZ/4ttO9x8881MTExw5sw0y8srbN26lXA4/Irs+mzbQe2axWq6wcBgmlAowMpKifn5VZYWC72uukajzX337Ofhhw5xzbWXcNm+LVx17U53d1VtYlsGkuSauB47Mo2hm2zdNs7ISB/5fIVjR8+wtJDvxra7+VHbd0zQ35+m2Whz9Og0X779Ht713tdRLtU59NQpHvrxISbWD7Jh43CvXbxQcJ3YHUfgicdPEIuFGRvv57LLt5BIRHj8wAlWV0tu3P1ayGFLY3Aoy44d60gkIjzy0BG+8dUf0Gx26OtPEg4HqdUa1KpN6rUWm7eMkUrFMHSDQr7K5i2jtJqdriB7eHici5f1yjo9Pc3y8jI33XRT77ZYLMa+fft46KGHePe7381DDz1EPB7vCRTATTfdhCiKPPLII7ztbW97zvNqmoamab2/12q1l3PZZ/H444/z7W9/i0ceeZRGo862bdt405veRDQaYXCwn9HRUb7xjW/wuc/9P1qtFiMjo1x99TW8733vIxAInNcdS7vdZnZ2lj/90//N8ePHCIXC7N69mz179jAxMeH60NVqfPWrX+EHP/gBpVKRLVu28sEPfpCNGzd161TPxbZt2u02zWaTWCyGqqr/otchiiKFvJs4G4m4Q6wryyVarQ7pVIyhoSyhcICDT0wyMJBm89ZRZEni4JOTxBNh+gfSXLp7I+GQn0ceOoJpunHt7ZbG/NwKkiSydds4mzaNIggCczPL5PMVbNvhbT97A1dfu4tioUK5XHcTdyt1hoYzOA4szK+iqDJDw1kM3eSyyzfTP5AikYjynW//GMtyyGQSrFs/xLr1gySTUaZOLTA7s0yj0e6+PgHTsNm1a303A8tmZmaZH//oILsv20yno7O85HYubt8+QSodp1SskV8to2k6I2P9zM48yezsMo1Gi0Dgwvs/eni82nlZRWp5eRmAXC531u25XK73s+XlZbLZ7NmLkGWSyWTvPs/mox/9KB/5yEdezqU+B8dx/v/t3Xd4XNWd//H3nTu9j7pkFXdb7sYNYQwGO9hgCMVkQ0ISks3Chpj9LUk2SyA9ISGbbJJNSNuWkEYgZCmBEIpxodkGG4Nxt2zZ6l2aXu+9vz9GHhDYYBNLGsnf1/PoAc3cmTlnJM9H597vOYdkMsmTTz7BX//6V3bv3k0mk6Gh4SiTJk3CZFIoKChEVVUefPD/eP7550mn0xw6dIj+/n7mz5/PokWLhiykDMOgq6uLZ555hr/85S/09HSjqmb6+voGlmsqQ9M09uzZzYEDB9m8eTOpVIqGhqNMnDgJm83OrFmz3ta+dDpNOBymsbGRV1/dyZIl5zJu3LiBbdpP/0P0+Nwlj8dJIpEiFksQDEZwe5yU+NxU15QRiyaYNr0af8BDZ0cfbW3dNDd1UjGumJqaMgxdZ//eY/T1h3Kjl1AoyrGjbfj8bkpKA9nVKFQ1u31HT4jikgCxWILOzn5aWrro7OjF680uYKsPVB1qus7RgepAu8OKyWSirLwQm81CoMDLpMnjGD++goJCL319YQ4eaCQSjqNr+sDPILtKes34crw+FxlNp7u7nyOHW5gxawK1M8bT3NxFa0sXFRVFA+3pIxqJY2BQEM1eW0vEsxWEdrtVrkkJ8S5GRXXf7bffzmc/+9nc96FQiKqqqjP+On19fTz++F/Yt28fqVQSs9lMS0szzz33HPF4HKfTSU9PN+vXZ6+lKYpCd3c3O3a8woYNzwwaHZ5phmHQ0tLCI488TEtLKw6HjWQySX19PbquUVVVha4bbNu2jcbGRuLxOFarhba2Nh5//C9MmTKZGTNmDDrtl0gkaG9v58CB/Rw6VM+f//wIiUSCWbNmU1RUxJQpU3L7Jp2qbLWdk/JxRdQfbMIgu0q5bhgUxpPY7VYuXVNHWXkhba09HDncSjqVIRSK4vU6KSkNkEymKKsopK8/nJtwm05l6Orq59WdB7no4gUUlwRwOu0ECjzs33uM3p4gLz6/i67OPhobO2ht6ebilQuzRRUZbWADxATPP/cqJcUB2tt7KC8vwmQyUVJWSG3teMZPKMPpchCLxjl44BjHjrbhcNqzSyJp2R2ZvV43RSV+fD438XgiWyQRipCIJ6mqLqW6poze3hCpZJrnn3+Nvt7QwCK2GZoaO5g0eRyNjR3EYsl3fzOFEGc2pMrKygDo6OigvLw8d3tHRwfz5s3LHdPZ2TnocZlMht7e3tzj3+q9/lV/OnRdp6HhCC0trSSTidw1JqvVwt69e1AUEzabjY6OTmKxWO7DPnuqLMr27duHdJfVZDJJV1cn+/fvw2rNts1iUUmlEjQ3N5NOZ+cH9fT0EAqFczv1Wq1mjhw5QmtrK/F4DLfbk3vOPXv28Kc/PcB//dd/MWvWLHw+Hz/5yd3ous7s2XP47//+Hzwezwnb81bHNy10uuz4/G48Xhcut4NgMEJBgRev14Xf78ZmtVBWXkR3Vx9aRqO42E9lVQkFBV5mzpqI1+cilUpTUhpg/76j6LqOgoJJNaEqCj3dQZ7861bOPW82RUU+/AUeKsaVcLi+iQP7G+np6c9u9eFxoShw8EAjVquZcCSGyWQiHkvS0tJFX1+I4uIA1TVlrHzfIoqKfKhmlcZj7dQfbOLY0XZcbgeapgNKNixN2TUHi4v91M6oIRKJ0dsTxOt1MWHiODo7+ggEPJSUBOjrC1NaWkBLUxdWqxmny45ZVfEHPEQicWLRRF4tVCxEvjqjITVhwgTKysp45plncqEUCoXYtm0bN998MwB1dXX09/ezY8cOFixYAMCGDRvQdZ0lS5acyeacNrPZnLtYf5zJZKKlpQV4o7LurR8uiqIMeeFEdjdY9S2vo5BOZ+jr66O3tzd33Jv/axgMbHeuZtfFe5POzk6am1vo6+tnx47tWCwWEokEqqri8XiIRqOnFlIDi756vS4CAQ/xeIrduw7T1dnHjJkTchsb9vWFeGb9y7z4wi4WLqqloNBLeUURF69cyHnnz8FitbDr1Xp2bN/PkfoWCgt9dHb2oWkaFosZu92CxawSjcR5dtMrlJUVUjO+nJrxZQQW1TK9dgKRSIxQKEo4GCEcirF712EUBaLR7HJHNePLKSry4vN5cHmyE4HNqonmps7sArTd/cTjKaw2C1arhXQ6g67r2GxWfD4XvT1hGo+2U11TRlFRgPOWzqG7O4TH68DQ4ejRNlpaOtm39yhTplZTWVWCxWomk87Q0d7LS1v3Uls7HstE88CkZVkJXYh3ctqfrJFIhPr6+tz3DQ0NvPrqqxQUFFBdXc2tt97KnXfeyZQpU3Il6BUVFbm5VLW1taxevZobb7yRX/ziF6TTaW655Rauu+66Ea3sM5lMVFVVUVJSQldXV+7DGt4IpxOd9jIMsNkcJ7zecyZZrVYKCgoYP34CR48eze1qe7K2Hb8vk9Fy/XrrTsIzZsxg0aKFrF//FN3dPdmVItIZxo+fwEUXXUxBQcEpt09RFGKxBB1tvRiAz+9GVU0ECjw0HuugsyN77WzS5EqamzuJRGIUFfmoqC5h0eJaCot8HDrQxJYXd9Pe1s3M2ROpqSlj967DZHQ9u+JDey+9PUHUga3e+/ojxPcfo7mpg3GVxfj9Hvx+NwUFXjRNy67oYGSrvA3DQDcMzKqK3W4lk9GIx5P0dHfQ3tpDX1+IeDw5sNisimFAJqMxbXoN6bSG02mjYlwxra1d7Nx5kIyms2hxLTNnTeT6j15CZ0cfHR19NDa209nRR1Ghn317j6IP7NLr97vp7QlhsZhpaGglkUhid9goLy/6W381hBjTTjuktm/fzkUXXZT7/vi1ohtuuIF77rmHf/3XfyUajXLTTTfR39/P+eefzxNPPDHoA/L3v/89t9xyCytWrMhN5v3xj398Brrzt/H7A8yZM4f29g6amhpzIXWy8NF1HYvFQnFxEYsXLxnSkDKZTBQVFXHuueeyadOmdwxOGDyfav78c6iqqnrbCLC4uJiFCxdy5ZVX8tvf/o5UKkVFRQXnnXcel156KVar9dQaN7A1u6bpBIMRFJOCz+/G6bTT1NgxsD2Hgt2SPWXrcFg5dKCR1pZuiop9TJ5SxZy5k3E4bdSML6OkxE/FuGIMoKjETyajZXfH1YyB02QK5oGg0jIa/f0RzBaVSCSO3W7DZrdiGxgJWSxmFIzs9hqGQjyeJBSKkhwo6giHY/T1hjEMfWAUbc4ea1Lwet2UlRegawZmixm3x8H02vE0HWunpMSPzWahvz/M/n1H2f16A50dvUSj8dzI2mo1k05r9PWGiEUTqGr2/Q8GI9mJywN/aAghTu60Q2r58uXveO1FURS+8Y1v8I1vfOOkxxQUFOTNxN3jFEXB4XBw/vnLOHjwEG1tbei6/o7XDTRNp6CgkBkzapk3b96Qf+AUFRVxwQUX8L//+78Eg/3veryu6xQVFXHeeedRXV39tvY5nU5qa2fwwQ9ex44dr3D48BHOPfdcVq1axZIl576n/iSTaXQ9u7SQzW6jqakTt8uBy+XAbDYRCkYIBLwE+yNEIj10d/fT1tZLMpmmbuls5s6fQiadHQW9+spBYGC0ajXjD3jw9YVRFDCp2ZUpFCCdHiiMiCdRTSoWmwWXy47H7cThtGHo2YnXmq4T7I/kdtJNpzNk0hoWqxm7LXtqL6PpYBhYrGYKCv047DZUs4qW0QiHYkyaPI6iIh+Tp1SiKAp7dh9h04ZX6OkJEgnH8fpcuAeuxfl8LhLxFMH+CAYGdruNTEYjFIpmA0vmSQnxrkZFdd9wuuyyNezbt5+GhgaamhqxWCzA4BHL8ZA2DJg5cxZXXXXN28ruh0IgEODcc+tYteoS/vSnB9G09Amr746vhpHJ6KxYsYKlS88/6anU48/5hS98gd/97nfcfPOnWbx48dtODZ4KRVFyZefuniDFxX4KCryYLSqGnt2oMByKM2lyJZddvpSCQi+RSJwdL+/nyb9upWZ8GVVVpSTiKXZs38/6J1+iduZ4MunMwOKxGQqLfFgsx091vvX1s8Gs6wZaRiMYitI/sKOvyaRkR16ajt3+piKc4xsXDqwbeLwfxx8TCkVxu51EYwmamzrRMhqr19RRUODj9V31rH/qZQzD4CM3XIrFYqa1tZt9exs4crgFt8eJoijZtfwGNmpUFIWO9l6Kiny5P4BkLCXEyUlIvYXf7+f66z+M0+ngW9/6FrqunXBEEY8nOf/88/jQh65j7dq1w9Y+t9vNnXd+mwMHDrJv3z4SifjbijZ0XUdVVaZOncCdd945qNLyROx2O9dcs5ZLL70Mm832nqvOsiXaLiZOGseyC+ZhsZqJROL4/G66u/qJRGJcceX5TKutYe/uozQ3dWE2m7j2gxczZ95kDuw/xlOPb6Wru590OkNVdSltrT1ompY7heZw2N5UwPLGNvPHF/81DJXjaw3phoGqZrcByS4WrGMaOOWmDvTxeM6ZBkJP1/VBZwq6u4N0dvShmlV8PjctLV389Md/YtKUSgoKvNQtncN5589m9+tHiMUS1NaOZ+XKhfT2hvjZ3f/HtNoaDMMgncpktyMZWKA2Go2jDYSiEOLkJKTeQlEUJk2axGWXraG7u5sf/eg/ctdmjn8gptNpJk2awM03f5rlyy8atiWRshV+JsrKyvjiF7/ID37wA15++SUymcygkniTSWX8+Al87Wtfo7KyEovFctJTd/F4nNbWVn75y//l8OHDeDweFi9ezKpVq6murj7tNvr8LvwBD3anDZfTjqqqdHf10d8fweVyUFQc4IXndvHqjoPUjC9j6vQaYtE4O185SHl5If4CD+FInM7OPvbuacDpsBEo8OFw2LDaLNhsFgzDoLOzl97eMPFYEpvNgtNpIxZL4PW68fpcWK0WMukMRxraSCaSuJx2iksDuN1O0mmNjo4eMuns+6ZrOrFYAqfLTiDgJRDw4HI76GjvIaNlizYi4RjJRIqCQh+lZQUUBDyYzSodHT10dvZRVV3Cxmd2cLi+hZqaMhYurqW0NEBrSxc+n5tAgTe3PX15RSGtLd1yPUqIUyAhdQJWq40JEyZw7bXXsn37drZv3z7w4c/ApndOPv7xT7Bo0SKKioqG9cNGURQsFguLFy/hiiuuQNd1tmzZgsk0MHrQdWprp7NmzRqWLj0fi+XkSxxpWoaDBw/wwAN/or6+nokTJ9Ld3cNLL71EV1cXt976mVNb6mlgBOLxekmnMgC0tXZjs1pIptK4XA5cruyk2Exao6KiaKCk3Ep/f5inn9rHsxtfYcasiRQV+fB4HCiAxWLG5/dwfMHZoiIfgQIvXV19ZDI6VosZ1W0ikUhiGOD1utB1nVAwisNpIxqJ4fU6SViyRRapZJqwESORSGG3WTFsVrSMRiQZw+11YVZNGAxsxxJwo2s67R292G0W0LNb3MdiSSoqigiHYrS19dDQ0EpHRy+XrTmPmbMmYBjgcjkwmRQMoLDQRyaj0d3Vn63us5rRdYOCQi8Wizl3ilEIcWISUifh9XqZN28+a9eupbGxke7uLtLpDDablQULFnDllVcyblzlqVfAnWGlpaWsWLGScDhCU1MTLS3NAJSUlHLeeXVcfvnl71rSHwwG2b9/P8899ywrVqzk/PPPp7Gxkf3799HW1kY6ncbhcJxSewzDwGqxoJhMJBMpenqCOOw2EskU0WiCdDqD05ndPLCqupRxlSW0tHRytKGNw4eacXuc9PeHUVUTuq7jdjuxWMwkkim0dHZldKvNgt1hxedzk05miMUSJFMpYjEL6VR2P6dwOIaiKBQUeMlkMvh8HpLJFKlUGlAoKQlwtKENuzN72jAJOF0OvB4nNrsVj8eFP+DG5XYSj6VQlGwpukk1UVjkz54KVBR6eoJEI3HMqkpLUydH6ls497xZuD1OdE3PbhkSTZBMpkkkUuiajtWWHdHGogmcTjs2u2VIJ4ALMRZISJ3E8Wq/T37yH9i+fTsbNmygp6eHkpJS/umf/pnp02tzRRUjZe7cuWiaRm9vDz/72c8BuOiii7nyyquoqzvvXR/f0HCUQ4cOYbGYue22fyWT0TjvvPNobW2lpaX5tE5jmkwmYrEEfb3ZxX/dHif2gJV4PMlzm3Zid1iZM28KXZ19FBX7cXscdHUG6ekOMmv2ROqWzubFF15nx8v7iEWTVNeUYjGr/OUvL1JaWoDDaaenO4jZbKK8vIjy8iJamjtpb++hqDjAazsP4hnYbNBf4GH+OVM5dqyDWDRBRtNIJbPLWF1w0XyCwSihYHYpI4CyiiIwDKrHl1Exrhi7w0ZHWw/9fWEMw6C9rRcUqJ0xgarqYna9epjyikJmz5vM9NrxHDvaxp7dR5gzfwpenxsto9E3cCrypW17cLsd1NSUM3lqJd1dQfr6wiSTabw+F37/yP4OCZHvJKTegaIouFwuvvGNb5JOp2lubuayy9Zw1VVX5c31hDlz5nDrrZ/l1VdfxTAM1q37NOecs+CUHnvkyBF6enqYOHESf/rTn9i1axfTpk1jwYKFnH/+MuAU96EamCcVjyfp7OhFN7KjnqbGdjRNZ8X7FrKkbhYTJ43j1Z0H+e63f8v7r15GYaGXuqWziceTvPzSPpacO5PW5i727j6SnbjbG+TiFQsIBLzohkE0Eqe1pZs/P/Qcyy9ewNz5U6hbOou2th4sZpVkMkU0kqC7o4//+vnDTJhYQXwgiLL9UPjhd++lsqoEVTUxrrKY4oHdes+/YB4tzR1sfXE3+/cdw2o1M3VaNecsqKW8vDi3T1R2u40+zjt/NuXlBcSiccaNK2Le/Ck47FZefG4Xe3YfweG08f8+83fs33eUp57cxpH6FtKZNP19EUKhCJFIHMMwKCg48cr0QogsCal3oSgKVVVV3HbbbaTTaaqra/ImoABUVaW8vIwf/vA/MAydKVOmnvIIKBaLUl9/iB07dtDYeIyysnI2b95MefmjXH75FXzyk588zdYYeP1uMLLVc43H2vnoxy+jqDi7IGsqmeb1XYfZtuV1Uqk0VdUlpNMZXtq2B4cjW/Jud1gpLSugry9CIOChsNBPa0sXoXAMVTVRUVFIRtM4XN9MaVkBPp+LcCiGYYCmGWQ0DdWiUl5RRHFJgGNH23KTgV1uBy5XBel0OrtorGGQSWdwuez0dPdz5Egrhw41093Vz/wF04hG4+zYvg+320Eg4MHttnPsaDsVlSXY7TbqDzaz85WDdHb2cfGKhcTjSRob2+no6KUg4GXtBy6ioMjPgoW12O02Xn+tHk3TKSryE4slpPZciFMgIXUKzGYzU6ZMwTB4T/OHhpKiKFitVqZOnQpwWntaJZNJVFVl+vRa/uVfPo/X62PPnt3s2LGDjRs3sHbtWnw+3yk/n6Io+P0eVJOCzWZF043c4rLhcJSWli6OHW1j/MQKFIXcEkV+nwef383h+ha8Hid2h43OA43MnTuZrq4+rHYr9nRm4FqOg7KyQuKxJK9s3097ew8TJ46jYlwRBw82kk5n0DJ6btLsuMoS4vEEum5gMplobuygsNCHYWS/dzhs+Pxuntu8k6bGTuKxBMUlfkpKsgvcjqsqIRLOhmBBoZf2tr1MmDgut2+W2+NE0zXMZhMo4PY4SCXdhMJRdr5yEH/AjdfrorDQByjYbBbKygvp7OjFZDLJNSkh3oWE1Cl68+rh+Sa7M637tB+XyWTweLxMnjyFCy9cjtlsZty4cYRCIf7618fp6urC6/WeckhlRzMaFrMVt8eB2+2gqakTX8BDIpGipbmTvt4QlVWl+Hzu3BYcXp+LkpIAvb1hQgOTXjEgnkjh87mzk3AdNhRFQTWbMKsqumHkgmLy5CrS6QyqKTvJVxlYNinYF2bu/CloGZ2O9h6ONrRll2/Ss0UMZrOanfScznC0oY3e3uz+VU6nnXQmg9Nlx2JWsdmyc60SieTA+oZpentD2GxWiop8mM0mItE4LpedTCYbppFIgoMHGlm4uJZEIkk4HEPXdfz+7Ok93QBVAkqIdyV7BZzVFPx+PzNmzMzNpRo3bhxVVVW4XG46OjpO6y99wzAIh7Il3i63k8IiH9u27qG9tYfenhDd3UEyGQ1VNVFaVkAylaatrQfIlpt7fa7scknhGOUVhfR0hygpCQxM5FXx+93EoonsihYeB/aBib2aptHU2IHNZsmu3Wez4HI7iMWSTJw4jrnzp1BSEqC7O0hxSQBN17E7bKhmE9GBjQkzGQ3zQCDpukFLUxcV44qzr+V24HDY6OkOUlIaINgfIZXKYLao2J02zGYzTcc6cDhsA6tZZEdMHe09RCIxjja0caS+hUxGo7DIT39/tmhD1428OnUsRD6SkdRZzOFwYDKZ6OnpHhRGipJdFy+dTp/W86kmE8XFfixWc648W1HgRz+8L7vn0oQKiosD2O3ZbS+y85sMFMXErtfqWbpsLiUlfjQtu9hrKBTjlVcOEAh40DIaXV39dLT3Ul1TRqDAg+7PrjRx7GgbiUQKh9OOw2ElnU4TjcQpKvZTf6gJVTXR3R0kEPCQSKZwux3YbZbsgrj9EZIDIza/3zNQIh7ncH0T3d39zJk7mdaWLnTDYOKkCqZNrwHA7/fQ2dHLvj0N+Hzu7AoSmo7f76G0LEWwP0wikeJLX/hP7PbsiKuw0Ecqlc72R9NzIzkhxMlJSJ3FJk2ayIED+3niib/yj//4KTweD21tbRw92kBvbw81NW9flPaEBvaTsg+s+tDc1EksmmDF+xZy5EgrkydX4nDaKCzy4fU4eWnbXlAUFi+Zwbz5U9n4zA7GTyhDVU0E+yM0NXVwrKGdWXMnMXfeFOLxJJmMRlGxn/ETKli4cDqbNr6CdeD6DgZ0dvbhdFiJhLMrnNts2e04Xtl+gExGy87jsmVXRW9r7aV8YTGpVJpwKIbP52b6jPG8sn0/06bXUFlVwsGDTZgUBV03qBlfjtVmyU6cfvF1qqpKURSF0rICior9vP7aYdb98wc4dKCJV3bsp6mxkwkTy7FYzEydWkUymcbvdzNx0jhe2rYHi9VCIODB6bTL0khCvAsJqbNYbW0tLS0tbN26lX/6p3VMm1ZLff0hEokEdXXnUVFRcVqno9KpDIpJwWI1o8QVGhs7qagoorSskFAwml0NXDc4d+lsenuCvLR1DwZw9Egr7e29TJ5SyeTJlbicdtrauonFE8ydN4XyiiJsNguZjIYjkaKrO0hraxfJZJreniBV1aUkEimCwexisKqq0t0dxGJWB7b0UHJr9PX3hZlWWw0DJe3Zyj8L21/aR2dnL3aHDbNFpWJcEalEGt3Q0TSdnq4gBw4co7mxk9oZE0gl07z26iEOH2pGNats3riTrs4+rFYLM2dPJJ3K0N3dT0lpAW6PA1VV6ekJkkym8fndaFp27y453SfEO5OQOov5/QHmzp3HlVdeya5dr9He3obFYmXKlKmcf/5S7PZTW23i+DwpXdcJh2Jk0ho+f3alh/7+CKlkOrtleix7PUk3DDo7+4hF4yQSKeKxBN3dQcxmFbvNSiKRIpXK0N3VT1NTB3aHDYfdSiyWJBiMYBgGvb1hEvEkyWQaVTVht9sIh2JYLCoZTUfTNLq7+igvL8JsUUnGUwRDUXRNw2LOBkYinkQ1meju7qexsZ1UMk1bSxe6rlNQ4MXptKMoCslEio6OXlpbu0mmsqfyenuCNDd10tzchdvtYOuLu9F1ncJCL16fi1AwSiyWJJPO5HYWTiRSBAIeUqkMqWR6YGV2CSkh3omE1FnMYrEwdepUysrK2LRpIx0dnYwbN45p06blStpPycAuthZLdkt0k0mhqChbut7V1U84FAWypfzRaJzD9c2AQjQaywaFqlJY5EPLaLS3Zwspjl+3iUYS9HQHsVqyK6r3dAcxyF7PsduzhRP9/REmT6kiFIpmd9fFwGJWCQWjlJYWYDJZyGgakXAMn8+V3fgwGMFiseBw2ujpDmFSFOx2K+m0RldnP309ISoqi1FN2UnC8XgSu82Cy2mnvy9CPJ4klcrg97tBgY72Hlyu7JqDkXCMRCqNw2Gjvy9MJBLH4bTj9booLSuktaULZaBkSdbuE+KdSUid5cxmMwUFBVxzzXvbbkSB7DWhjl6mTqvG6bSRSKSAbGm8x+vENHBK6627CSuK8rZ9urIf2kquQCF7W7ZAwuV2UF5RmHvu43Rdx27PTtbNpDPoevZ1KqtKcyEQCHgZP748W3KuaVRWlWCxWlBVEx6vi/ETynOvd7yd2eo78CpOSkoD1M4YD0BmYOsQ0wnan3v8wIr5x+99c18nTqrA43ESiybo7QkNvLbCGxuHCCGOk5ASfxOX28nU6TVMmlzJoQONuXlKZ8wpfm5ngyH7/wrKmx72Tk8wsK38qV4X+hsz5M0P7+3Nbsbo87k4b+kcVNWEYcioSoi3kpAS70kqlR641mKhrLyAz3z+Q+jawIfsmbzMMsYHF6pqIlDgxWRSiMdTZLTMSDdJiLwy5kLqW9/6Fh//8EdZuHDhSDdlzPjRj37Ec4d2DrotFAoRjUZxOp2YTCZKSwMj1LrRT9d1kskkoVCIRDwx0s0RIq+MuZD6w5//RMX4Kgy3bIFwpvz+z3+iW49QNKUqd9uuw/voj4ZwOB2oqvk9bzkvstfhMukMwVCIps7WkW6QEHlFMUbhlPdQKITP5+OcG1ajWiWMhBBitNFSaV759RMEg0G83pNvWSN//gohhMhbElJCCCHyloSUEEKIvCUhJYQQIm9JSAkhhMhbElJCCCHyloSUEEKIvCUhJYQQIm9JSAkhhMhbElJCCCHy1phbu+84RVFQTroct4HBG/sbvf1xcHwpb122TxBCiBEzJkPq4nPO432LlnH+7EWDbjcwyOgakWiUvcfqeXzLBvYdq6ervyd3zC3X3MB5sxZQWVxOOBbhpu99gdaeTtlBVQghRsCYDCmTYsKimrFZrYNuNwwDG2C3WFnomM2kiio27HiRp15+lsOtjQCYVRWrxYrNaiWZtp76hnhCCCHOuDEZUm9mGAavHtrL/sbDRBMxPA4X86bMZErleDwOFwumz6Y33J8LKSGEEPljzIcUwKv1e3n0hadp7+2iyFdAOB5l0rgazCYT48sqmTdlJn/c+JcTXqM6LuDx4Xd7cTtdb9xoZPcCSmsZ4skEnX09pNJpDAxsFivF/gICHj8o0NHbRV84RDqTzj28oqgUn8uDWVXJaBoHGo+gGzpmVcVhcxDw+HDZHagmFcMwSGtpYokEXf09JNOp3POoJpVxxdnnQlHoDfXTFw7ic3nwe7zouk5nXw994eBQvL1CCDFkzoqQOi6jaXT19/LIc0/z0VXXYFZVvC4PJYFCLKqZ1JsC5K3qZi1g1eILqJt5Tu42TdOIJxP0hPrYd6ye3zz5II0dLaTSaUoLivjw+67i6mWrUBSF//rzvfx12yZautqBbFnGR1et5YK5iwl4fPQE+/jg19aRSCUp9AaYMX4Kl567nNmTpuNxuEll0nT397L36EHue+ZRDrceI53JbjXudbn5x/dfz0Xn1GFWzfz5haf5y5YNXDS/jlWLLyQcj3LP4w/w2IvPDOn7K4QQZ9pZFVLHnanrTCaTCZfDicvhpKp0HItq5/L5n36bg01H6Ozr4c/Pr+fqZasAmDt5Bm29XbmQKi8qZUJZJUW+AKFohKdefpZkKsWMmilcc+FqLll0ARbzGz8ei9mMq2wc1aUVLJ9fx+3/+W/saThIKBZ5W7vmTKqlNFDM4tq5AMSTiXeodBRCiPx1VoWUWVUpCRRx7fLLUE0qAP2REO09XYNOw53I5p1b2L7vNew2G5ANOpvFypTKCdTNOof3LVyG3+1l/tSZhONRGttbaOpsYdfh/dTWTGZa1QSaOlp4ctsmMprG4tq5BDxeFEUhmoixfvsLgMHa5ZeyuHYuBgZNna38+E+/or23C5/by4Jps7nu4vdjt9m4buX7+Z9H7+P1I/vf1lafy0NHbxdf+MV3aGhvJpVOEYyEz/j7KYQQQ+2sCKm6WedQXlhCPJnAZXcwtXoiJpMJwzA43HKMl/a9xsmvRmXpho7X5WZ6zWQqi8txO5xYLRYKvQHGFZehKAqqolLsL8TtcGJgkEgleeH17UysqMLtdFFeVMrEihoONh1hzqRavC4P4ViExo4WmjpbKQkUUV1agd/txaSY8Lm9rF6ynGgihs1io7ywGIvZjILCtKqJBDxeTCcYFbZ2d7B1z052HtpDMBp+x2ttQgiRz8Z8SCmKwvTqSUyvnoRhZCfxalqG/nCQjt5uXtr3Gq/V733H5zApClMqJ7Jw+mwWTZ/LhPIqPE43ZlV926lDp82eO02naTov73+NK5ddgtPmoNhfwOyJ0zjW0czkceNx2Z2093axv/EIkXiUCeVVuO0uLGYLkB0RrVx4/gnbFPD4cNjsuRHhm7X1dLLr8D76I6H38I4JIUT+GPMhZRgGyXSKVDqNpmtouk40HuVA4xGeevlZ9h07PGgy74nYLFauOG8Fy+efi9flQdM1YokEuqFn52SZzThsdgBUVcWkZFeb0g2dvQ0Hae1qx+d0U+Qr4NyZ83nl4G7GFZdhs1pp7W5nx4FdADjtDkymNx6byWjEkvF37Juqvj2kookY3aH+9/J2CSFEXhnzIQXwh/V/5tEXnqZ5oGjhdE2pmkhVaQVel4dUJs3uIwe48zc/prO3h4qiUpbNXcz/u/YTJ3ysATz18nO4HS6m10xi4fS5rF3eg9ViIZaMc6StiVcO7AYgGAmh6RoA4WiUbft28uX/+f67nq47HpDH6bqBrmnvqa9CCJFPzoqQ+lvpmoZhGCiKkhuZxRNJAl4/i2vnsWrxhe/4+Gdf28aCabOYNK4Gh83O5XUXYzVbeHn/LvYdqyetZUvJj7Q20dHbTVlBMR6ni7qZC7js3IvZtvcV4qkkDqudsoIiFs+Yh91i44mXNnNEJiELIcYwCalT0NbTSXewj1gijs1qZVrVRL54wz+hKiaKA4VUFJW+4+ND0QgHmxqYUFHN1MoJuZHPniMHqG8+mjsulUnxzI4XMJvNnDN1Fk67g+tWXMHKhUvRdA3VpOKw2ij0FXCouQG71TaU3RZCiBEnIXUKgtEwr9XvxetyM61qIj63h3NnzCcSjxCKRuns7WZCRdVJH6/pGoeaG5hYUc20qokYhkF/OEhDWxOdfYOvh+08tBun3Y6maVSXVlBdOo7JlePRdI10Ok0smaCzr5tDzQ2EY9Gh7roQQoyoMRlS8VSC3lA/Ld3tYEAoFiFzitdogtEwnX3dmEwK0XiMjJYho2ls3LmF/kiQ6DlLmVBehYFBY0crje0tpDJp1px3MQB94eCgJYuOa2hr4khrY+760sGmBlp7OogmYoOOa+ps48mXNlPfcozl8+uorZ6Ex5ldcSIci9DZ182OA6/z4u5XctV7mq7TFw7S2t2JqpoGXdsSQojRTDFG4SSaUCiEz+fjnBtWo1otI92cd6UoCpXF5axceD43XvEhVJOJb/3mJ7ywezs9wb6Rbp4QQgw7LZXmlV8/QTAYxOv1nvS4MTmSyhdmVeWSRRfyj1d+GL/bm5vTdKyjhed2vSTzmIQQ4l1ISA0xs6rmJviGohEa2pr4w/pHCMeishKEEEK8C9PpPuDZZ5/liiuuoKKiAkVRePjhhwfd//GPfzy7BfubvlavXj3omN7eXq6//nq8Xi9+v59PfvKTRCJvXyh1tNN1g/qWo9y/4TF+++RD/GH9n3nk+ad5rX4v2kDZuRBCiJM77ZFUNBpl7ty5/P3f/z3XXHPNCY9ZvXo1v/rVr3Lf22yDS6Wvv/562traePrpp0mn03ziE5/gpptu4t577z3d5uQ13dDZe/QQe48eGummCCHEqHTaIXXppZdy6aWXvuMxNpuNsrKyE963b98+nnjiCV5++WUWLlwIwN13381ll13Gv//7v1NRUXG6TRpE13TMZhXTCda0E+9NJp3GABTT4HUKDV1HUUyYzXLW+EzRNA1d11BMp32SQ4gxaUg+XTZt2kRJSQmBQICLL76YO++8k8LCQgC2bNmC3+/PBRTAypUrMZlMbNu2jauvvvptz5dMJkkmk7nvQ6GTFxzs/tNGfvHjn/KR6z9yBnt0dlt6/lJatSAV86cOur1xyx4WT5rNQw/+cYRaNvb8+/f/nTu//2/MuGrZSDdFiLxwxkNq9erVXHPNNUyYMIHDhw9zxx13cOmll7JlyxZUVaW9vZ2SkpLBjTCbKSgooL39xGvr3XXXXXz9618/pdd//C+PM2/GbPnr/gz63W9/xx82PcpjL28adPsdd9zB+89bKe/1GfT3n/h7Zi6Yxzf/+LORbooQeeGMf7pcd911uf+fPXs2c+bMYdKkSWzatIkVK1a8p+e8/fbb+exnP5v7PhQKUVV14hUeamtrKSgoeE+vI05sypQplO57+9JPlZWVTJgwYQRaNHaVlJQwdeqUkW6GEHljyE98T5w4kaKiIurr6wEoKyujs7Nz0DGZTIbe3t6TXsey2Wx4vd5BX0IIIca+IQ+p5uZmenp6KC8vB6Curo7+/n527NiRO2bDhg3ous6SJUvO6GsbhoFhGGQyGdLpNJlMBl3Xz+hriDcxDAxNQ0+l0ZNJ9FQKQ9dlPpgQ4j077dN9kUgkNyoCaGho4NVXX6WgoICCggK+/vWvs3btWsrKyjh8+DD/+q//yuTJk1m1ahWQPR23evVqbrzxRn7xi1+QTqe55ZZbuO666/7myr4Ticfj7Ny5k3A4TCAQYPz48ZSWvvOq5eK9C+/eQ2TPXuLHGrH4/RRffhm20hIUq3WkmyaEGIVOO6S2b9/ORRddlPv++LWiG264gZ///Ofs2rWLX//61/T391NRUcEll1zCN7/5zUFzpX7/+99zyy23sGLFCkwmE2vXruXHP/7xGejOG+LxOEePNnD77V+gubkZk0nFMCAQ8HPzzTfz/vdfecJdbcV71/TLX9O76Vn0VApHVSXxpmZ6Nj/H+H/6NJ65szG73SPdRCHEKHPaIbV8+fJ3PH3z5JNPvutzFBQUDPnE3fb2djZt2kR/fz833ngTXq+P9vZ29u7dyy9/+UvOPbeOoqIiLJb8X6A23xm6Tqqjg77nX8Q9awbu2lrs5WXo6TTh13Zh9npBTvkJId6DMVs73N/fz8GDB6msrOT9778Sv99PW1sbPp+PL33pDtrb2/H7fRJSZ4ChacSOHCXd14e9chyO6iqMTAazz4v/vDqsxUUoZnmfhRCnb8yGFIDFYuG885YSCASw2+2UlZVRW1uLYRj09HSTTk/C4RjpVo5+hqYROXAQs8dNqrOL3u7NRA8cwlpUSNl1f4fqcWOyyTUpIcTpG7MhNX36dD73uX/B6XRis9kwDIP6+kM88cRfMZlMTJw4EbvdPtLNHBsMg0xfH8EdO4nWH8E5eRLOCeOJ1h9m3//7LJO/fDveBefINSkhxGkbsyFlt9ux2WwoSna9uaeeepIHHniArVu3ceed36KyskpO9Z0phoEeT2AtLqb65psoXL4Ms9eHoWXYd+vn6dv6EorNRuDcMzvFQAgx9o3ZkDq+TYhhGNx//308/PDDKIrCTTfdyOrVl2KxWHIBNpwMwyCZTHLs2DEymQxer4fi4mLs9tF93tHQdbzz5+KaPBFLUREmsxnDMPAtXkD8WBPp7p5Tfi4tFiPdH8TscaO63SPyczoZwzDQwmG0RAKTzYbF5xvpJgkxpo3ZkAJIpVK8+uqr/OUvf8Fut3POOQtYtWpVbmLxcEskEnR1dbJp02b27t1DOp2hoCDA5MmTWbr0/NweXaORYrFgLSxAdbkwvWktP2txMfEjR9FTqVN6HkPXSbS20ffiFpzjx+OvW4KSZyPe4KuvkWrvwFFTjW/RQlmxXIghNGZDStM0+vv7+cMffk9TUxOf/vQ6LrjgAoqLiwkGgzgcDsxmM6Zh+oDRdZ3u7m6ee+457rrrLo4ePUImo+HxeJg2bSqGYXDVVVdjtVpHX1ApJsw+L8mWVoxMBsMwcn3Q4nFQzSjqqf2qaZEIkT17afvDH/HMmY1n9iwUrwclD+a0GYaBnkjQ9fiTxOoPE1hah2vaNCx+GU0JMVTG7J+AwWCQ1157lfvuu48777yT1atXU1paSjgc5tFH/8yxY8dIneJf92dCKpVix47t3HXXXezbtw/DMDCbVcLhMDt2vMJXv/oVurq6yGRG3469imrCNWki0QMHSff2YWgahq6DrhPc9jKqw4Yl8O4f5IZhENzxCj3PbCT8+m46H/0Lkb170aLREV9ayTAMjHSa8Ot76H7yafpfepm+F16kd/OzueW3hBBn3pgNqba2Np577jkmTZqEy+Wira2VAwf2s337y3z3u//G3r17SCQSw9ae5uZmdu/ew6FDB7Hb3xgtZTdoVDhy5Ajbt28nGo0OW5vOFMVswV9Xh8nhoPlXv+HIv/077f/3EPXf+BZ9W7bimTUTd+30d32eeMNROh5+lJ4Nm1CsVrRIhIb/uJvIgYMYmjYMPXkHmkaqq5sj3/kemWAQRVWJ7N1P8z2/JdHYJJOVhRgiY/p0XyQSoaWllTvuuB1VVTEMg3g8QX9/9nTfcJ3qg+xK75lMGl3Xc/svHQ+q43+Jp9Pp0fkXuQKqy0HN//s0fc+/SLzhKPHDR0BRGP//1uFbtACz33/Shx8fpbTeex+hV3ehxWLZ6zwWC+HXd9P1xFMoignfwnOGr09vEW9qouuxvxLevQcUBcVkQk8miTc00PQ/v2TSF7+A6U3VpEKIM2PMhlRxcREXXrgcvz+A1WohnU6jKGAyqVx00UVMmDAR6zAueurz+SgqKsbj8RCNRnMBefz6jcvloqKiYlSWxSuKAqqKu7YWk9lMYspkMqEwJocd3znzsRYXY3qHfhmaRt+WrfS9uJVUV1fuOQ1Ajyfof3ErFr8fW0UZ9iFYhPjdJDs6Ce18je71G9BTKRSzOVc5qkVj9D77PEXvexnv/PmYPTIXTIgzaQyHVAkrV65k2bJldHR00NzchNVqpaKigoKCQjwez5AHwvERUiwWw2IxU1JSwvjx49m9e/eg+81mM+PHj6e4uIhUKkUikcBqtQ7rSO9MMLtdeObOwTFhPOne7BJJyruU+uvpNKnubjofeYzYkSMYqXSuSEIBFLOZ6KF6LFu24qiuwrKqYFhHLFoiQXj3Hvqef5Hw67sHVS4qJhOGrhM/eozOx/6KtagIx8QJqDJJXIgzZsyGlNlsxmw243Q6+e1vf8ODDz5IYWEh1157LR/+8PVD/vrHAygajbBr1+ukUkl0XePii1ewZ8/eQRVwLpeL973vElpaWmhubqasrJzKykrcA3OERtMpJD2RJLj9FbqfWk/NLZ/CXlmZveMEfTB0nXRPDz3PbKTj4T/nTqPlKEr2K5Mh9Oou9EQC9/RpOKdMxoAhfV+On3aNH2uk85HH6Nm4KXvd6S2vqSgKmM20/99DOGqqKVJVnFMmS1m6EGfImA2pN3vyySd5/fXduYmzwxFSxyfsrlt3My+/vJ1UKonH46WkpASXy0k8HgdAVVV0XWf9+qf5+c9/RiaToby8nGXLLuBLX/oyU6aMrq3Eu5/ZQPufHqL32WcxNI2pd34d1W474bGJpmZ6ntnIke/9IHvDyUJHVdETCcKv72H/v3yBWf/9MyxFRSjmIfz1NQzS3d3Uf+2bhHfvIROJnrwMXlFA0zn201+Q6uyi4voP4Zo6eejaJsRZZMz+uafrOpFImEceeQQwBqroTEQiER5//PEhL1JobGzkJz+5my1btpJKJQGIRMIcPXp0UFWhrutEo1Hq6+vRNA1FUWhv72Djxk388Ic/QNO0UVNM0bdlGx0PPkxw+w4URaHriafoePAhUt3dJzzeZLWiulyoTicc3zH5BEGlKEp2FGMyYQ743/UU4hmhKGCxYPb5spOJdf3Er5krftFRnc7sZOaThLIQ4vSN2ZAKhUK89tpr3H33j9m3bx/JZIJgsJ/t21/mRz/6EfX19SSTySF57XQ6TXd3F9u3v5x7jdzkVi2TOxV4/EvXdTKZTO7Unq7rBIP97NixnVAoNGq2vDcyGbRYDD2ZBBS0aBQtkczOmToBs8+Le+YMytZejWK1ZLefP0EgG5qGyeHANXkS5X/3AVSX6+SjrjNIdTopvfL9eOfOwez1op9gDpthGGAYmGw2ildfgv/cxVgKAkPeNiHOFmM2pJLJJC0trWzatJnu7m7c7myhRFNTM88+u4nu7u4hmzibyWSIRCK0tbWhqqZc+CiKgsmU/d5ut+NwOHIFEsdDLHuMgqZl6OjoIJoHE1lPlbW4CMf48ViLi8AAR1UVjppqTLYTFxKoTifOCTUUX7Ya1/Rp2dNphgFk+5ubJKso2MdVEFh2PgUXLssWTgzxNR9FUVBtNgJL6wicvxTX1Cm5ir7cz8N4o52e2ukUrrwYz6yZstq7EGfQmL0mZbFY8Pv9lJaWEAgEqKmpIZlM0NzcTDqdxuPxDOH28cagwojcrQMfahaLhXHjKjGZFCKRCL29vSSTyUHHv3mB3NHCPX0axZetRk8k6H76GYovX03BsvPfcS8p1eXCPbOWcdd/mCPf+z7p/v5B752haVj8fvxLFlP+wWuHvcTb7PVQdMlKMAxiDUdJ9/fnAtKA7CjKaqXiIx/CO3c2loCMooQ4k8ZsSAUCAZYvX85jj/2FcDjM/fffR0FBAWvWrMHt9jBz5swhK/G22eyUlpYxe/Zsjh5txG5XURRyp+2qq6tZunQpmqbT3d1FQ0MDu3a9jn3gWkYmo2G12qmtnUFpaekQhumZF1hah+qwYx83jqpPfjx7Gu9dmMxmyj5wDZE9e+l6ej3J1jaU43PYNJ3SKy+n5Io1OMbXDHHrT8xeOY7Ci5ejRWM0/PsPYSB0DU1DddgpuXwNJVde8Y5zwYQQ782YDSlFUbBYLMyePZtYLIbJZMLlcjF9+jQslqFdxFVRFCZOnMjnP38bR48e4+DBg8TjSSwWK+PGlfPFL36RZ57ZQG9vL9On13LZZWv48pe/TGdnF4ZhUFhYwKJFi7jjji+Ousm9iqrinTcP94wZqM5T335EURTG/f0NZKJRetZvIBMKYWQyFCy/gJLLL8suNDtCpfiKomCvqqJ07VX0b9tG/9Zt6JqB2e3GPbOWmls+lRcL4AoxFo3ZkILsh4vZbMblcjFr1ixUVcVuH/rlkBRFwel0MmvWLL71rW/z8ssvEw6HcLvdTJkylfPPX8Yvf/krOjo6mDJlCsuWLeM73/k3Xn11J6pqprq6mpkzZzJ79uxRN09KURQUqwXTKYyg3vQgAGzlZRRcuIxMMEj3089g9nopW3s1jpqaER+lKGYVa2EBFR/6INH9B0n39eGcNIGSNZdiKy0dlkIOIc5GYzqk4I2gCgzztQKz2Yzf72flypWMHz+eaDSKw+GgtLSUZDJBY+Mxuru76e7uRlEULr/8cqZPn4bJpFJSUkJJSQlOp3NY2zzSVJsNz5xZJNvaCe/Zi3PCeLznzMfs8454CCiKgslqxbd4Ee5ZM0g0NeOeNQN/3RJMNik5F2KojPmQGkmKouBwOJg9e3butkQizlNPbaOnp49YLE5LSwv79u3jqquupqioaARbmx8c1dX4Fi0gduQI3rlzsJWWYBrGNRbfiaKqWEuKKVr1PuJHGvDMmY1r6uiabC3EaCMhNcwyGY2jR4+yZMkS0ukUZWVldHR0jHSz8oZiMuGeMYOJn/8cqsv1RgFFHim7+kr0ZDJvwlOIsUxCapi5XC4+9amb+Yd/uBEYmI8jF90HMdmsmKwF2RVm85DJ4cDkOPWiECHEeychNcwURcFqtQ7rNiGjjaIoeRtQo6mIRYixYMyuOCGEEGL0k5ASQgiRtySkhBBC5C0JKSGEEHlLQkoIIUTekpASQgiRtySkhBBC5C0JKSGEEHlLQkoIIUTekpASQgiRtySkhBBC5C0JKSGEEHlLQkoIIUTekpASQgiRtySkhBBC5C0JKSGEEHlLNj0UeUfPZDBSKRSLBcVszquNBg3DwMhkMDIaimqSLeSFGGIykhJ5xTAMtHCE2OEGUl3dYBgj3aS3SXV2kTjWSKq7Jy/bJ8RYIiEl8otuEN6zl4bv/wcdDz6Mnkph5EkQHG9Hx0OPcOxnv6DnmY150zYhxio53SfySmjnTrqfeIqejZuJ7N5DwfILcE6aiOpwjHTTMDSN+JEGWu/7I8n2DtLBEI7x1RQsO3+kmybEmCUjKZE3Uj29dD+zkd7nXhj4voeW3/+BeFPziI9YDF1HC4dp+t97SHV2Y2QyRPfvp/1PD5Hu6xvx9gkxVklIiRFnGAaGrtP73POEXtlJsr0dRVUB6H9hC6Edr5BoaR3RNqb7+gnu2EnfC1swtAyKyUS6r5/wa7vo2bgZdH1E2yfEWCUhJUaeYZDs7KT7iaeI1R9GTyZRVBOoKvFjjfQ+9wLhXa+jxeMj0jwtkSDecJTup58h0dgIioKiqhjpNMn2djr//BjJzk70dHpE2ifEWCYhJUaUYRjoyRSdDz9K3/Mvku7rx2Sx5O5XVJXejZvpfmo9sSMN2VHXMJ5aMwyDRFMzvc+/SMcjj6K8pW16OkPPpmfpevxJ0n39ctpPiDPstELqrrvuYtGiRXg8HkpKSrjqqqs4cODAoGMSiQTr1q2jsLAQt9vN2rVr6ejoGHRMY2Mja9aswel0UlJSwuc//3kymczf3hsx6mSCQfqee4GjP/pJdqRkeuNXUlEUMJnQ4nF6Nz1Lw/f/g3RPz7C2L9XdTcvv7qX13vvQ43F465wtRUExmTj6gx/Ru3Ezybb2YW2fEGPdaYXU5s2bWbduHVu3buXpp58mnU5zySWXEI1Gc8d85jOf4dFHH+WBBx5g8+bNtLa2cs011+Tu1zSNNWvWkEqlePHFF/n1r3/NPffcw1e+8pUz1ysxKiS7uuh97gWOfP8H6Mnk2wOAbFApZjOZcJjQjp0c/vZ3yfT3Y2jakLbNMAzSwSBH/+NuejdsIt3Tk51crChvTC4+/l+TCS0Wo+l/fknnnx8l0dY2pG0T4mxyWiXoTzzxxKDv77nnHkpKStixYwcXXHABwWCQ//3f/+Xee+/l4osvBuBXv/oVtbW1bN26lXPPPZennnqKvXv3sn79ekpLS5k3bx7f/OY3ue222/ja176GVWbwnzWMZIpMMEiytT03KfZEq0soioKhaWjxOImmZvR0Zugn0RpG9ppTSyvpYAhD0wadhhzUNsMAwyDV2Umquxc9nhjatglxFvmbrkkFg0EACgoKANixYwfpdJqVK1fmjpk+fTrV1dVs2bIFgC1btjB79mxKS0tzx6xatYpQKMSePXv+luaIUcZks2ItLMQ1edIbo5IThI+h6yhmFbPXg2vqlGxYDPVSSYqCYrHgnDgRa1EhitmMcYIKvtw1KJMJe3U1trIyTHb70LZNiLPIe57Mq+s6t956K0uXLmXWrFkAtLe3Y7Va8fv9g44tLS2lvb09d8ybA+r4/cfvO5FkMkkymcx9HwqF3muzRR6xFhfjW7wII5PhwBe+hJ5MYgDH4ycXALqO6vXhmTWL6k//I2a/b8jX81MUBYvPx7hPfAwtmSQTiZLu7HojHN/0+oauY3a7Kf/AWgouXIa9onxI2ybE2eQ9j6TWrVvH7t27ue+++85ke07orrvuwufz5b6qqqqG/DXF8LAUBCi6ZCVV//AJTBYraG8ZrRgGisVCoK6O8bfegq2ifFgXnLVXjqPi+g9Rdu3VYFbfPtIzDMhkqPqHT1C06n3Yq+V3U4gz6T2F1C233MJjjz3Gxo0bqayszN1eVlZGKpWiv79/0PEdHR2UlZXljnlrtd/x748f81a33347wWAw99XU1PRemi3ykKIoKFYr4z5+A4ELl2EJ+AfNNzLSaYouWUnpVVfgnjlj2FdEVxQF19TJFF/yPsrXXo02MNoDMDIZTGYzBRddSMVHPpQ9LZhHK7YLMRacVkgZhsEtt9zCQw89xIYNG5gwYcKg+xcsWIDFYuGZZ57J3XbgwAEaGxupq6sDoK6ujtdff53Ozs7cMU8//TRer5cZM2ac8HVtNhter3fQlxhbzD4PZddejWvGdEw2G4amYWQyOKdMpnDFRXjmzjlh4cJwMJnNOMbXUPL+y3FOngS6gaFpKFYL9spxjPvwdVi83kHl80KIM+O0/lWtW7eO3/3ud9x77714PB7a29tpb28nPrASgM/n45Of/CSf/exn2bhxIzt27OATn/gEdXV1nHvuuQBccsklzJgxg49+9KO89tprPPnkk3zpS19i3bp12Gy2M99DkfeUgblG3nlz8S04B0dNdTYEVJWCC5fhmTUTa1HRiLbR7PXgrp1G4UUXYrJaMHQda2ER3oXn4Fu4AFRVRlFCDIHTCqmf//znBINBli9fTnl5ee7r/vvvzx3zwx/+kMsvv5y1a9dywQUXUFZWxoMPPpi7X1VVHnvsMVRVpa6ujo985CN87GMf4xvf+MaZ65UYlaxFhQSW1uFbvBDFYsZaXETp+y/HXlGRXSZpBCkmE6rHQ9m112AtLcFkt+GcMoni1ZdgKSyQgBJiiJxWdd+pLPlit9v56U9/yk9/+tOTHlNTU8Pjjz9+Oi8tzhLec+ajRWNEDx7Cv2ghrmlT82KbDgCTxYJ7Ri3Fay4luv8ggfPOpWDZspFulhBjmuwnJfKKoqp4z5nP1G98DWthAaY8PAVc+fGPooUjqG43jPAIT4ixTkJK5BVFUTC7XZjGV2Mym4d+0u57YAkEsPh8YDLJaT4hhpiElMg7iqqiDuwnlW+UgZUohBDDQ85VCCGEyFsSUkIIIfKWhJQQQoi8JSElhBAib0lICSGEyFsSUkIIIfKWhJQQQoi8JSElhBAib0lICSGEyFsSUkIIIfKWhJQQQoi8JSElhBAib0lICSGEyFsSUkIIIfKWhJQQQoi8JSElhBAib8mmh8PMMAySySS6rmEY2U30VFXFlofbpI8UwzAYeHMA8mr3W8Mwjv8PKEpetU2IsUhCaphlMhkOHjxAb28vum5gs1nx+wPMnDlzpJuWN4xMBj2RxGSzoVjy71fUSKcxMhkUVUWRPy6EGFL59wkwxiWTSZ566inuvPNbxONx5s+fx3XXfVBC6k0ie/bS9sc/4Z0/j9Irr0CxWke6SYO0P/Rn4oeP4Jk9k5Ir1ox0c4QY0+Sa1DAwDANN09A0DavVysUXr8DjcaGqJqqqqjjvvKUYhkEmk0HTtDdOKZ2FYg1H6XtxK91PPk3rfQ+Q6upCT6dHulkAGJpOuruHjocepvOxx+l97gUiBw6NdLOEGNNkJDVEjgfTrl2vsXv3bqLRKA6Hg6qqKmbNmk1lZSUWi4XKykoKC4vYsOEZDhw4gKqqlJWVM2nSJGbMmIEyDNc9jodiNBrFYrFgNptRVXVIX/NEtESS4I5X6N/6EqmeXrREkt5nX6Dw4uXYSkuGvT1vpaeS9GzYRPTgITL9QSJ79tK7aTPOCTUoFotcnxJiCEhIDZFUKkVbWxsPPPAnNm7cQDDYj9frZc6cOaxbV0RVVTV2ux2Xy0Vrayu//e1v2bp1K6qqMnnyZJYuPR+Px0N1dfWQttMwDHRdJ5PJ8Prru6isrKSgoAC73THsQZVobKJ/yzbCu3cDkAmF6HriSRzjazB73KhO57C25830ZJJkWzsdj/6FdDAImka8sYmejZsovHg5zkkTc4Ue7/pcmQyZUAjFpGLx+4a45UKMbhJSQ8AwDDo6Orjvvvv4zne+g8mkYDJlC8J2795DJpOhtLQUt9tNZ2cn//3f/8Vvf/s7zGYThmGwb98+du7cSTqd5PbbvwgMTYWbYRikUimi0SjhcIgf/OD7XHXV1ZxzzjmUlJQSCASGbySn67Q/+DD9L28n3dOLyWLBMJvpe/Z53DNqUV0uPLNnjshoxTAMku0d9GzYRP/zL2QLJiwWMpEI4d17afvDH5l42+fAaj2l9mX6g/Ru2ozqdlP0vhUoIzBqFWK0kJAaAplMhoaGBn77299gNpuwWCxvulfnscceo67uPEwmEx0dHRw92oDNZsFkyl4i1HWdvr5efve73/GpT30av98/JKOaSCTCM888w/e//+8kEnFmzZrNH//4R37yk59gt9v54Q//gzlz5gx9SGUydD/xFO0P/B/p/n6UQe8XtN//J/R4AmtxIfby8iFty4mkurroffY5jv3sP7M3HC+NV1WMeJyW3/0e76JzCJxXh8X37iOj1nvvo+2P/4etrAyT1UrhxcuHsPVCjG4SUkMglUoRi2VHJ8eDR1EUDMPAMCAWi7Ft21ZAIZNJk0qlBh2nKAq6rhMORwiHw3i93iEJqf7+fg4fPsz27Ttyo79YLEo8nqSoqJjdu3cza9asXNuGghaLEzt8hKM//imZcAgABbJBYBigqqT7++nd/CyKqjLhXz6DyW4bthGVFovT8chjdD32FzJ9fWAe+CejKCiGgaEokM5w7Ec/w+xy4Zk756RBpadS9D73Au3/9zCpjg4yoRBN//Mr7FWVOCdNRBnC91mI0Ur+VQwBs9mM3e7A5XKj63ru9uMfrIZhEIlEiETCJBIJdF0fdFrNMAwURcHlcuFwOIYsJDweD5MmTWLp0qVUVJTT39+P2WyhurqaBQvOYcqUKUMbUNEo0YMHaf3D/cSPNWLoAxN43zSJ9/h7kmzvoPf5F+j486PoiQTGm97XoWAYBnoySddfn6B307PEDjfkJu/mAvL4f00mYg0NdDz8Z4IvbScTjpz4OTWd6KF6Ul2dGJkMWixG/FgjybY2GOL+CDFaSUgNAYvFQiAQYPr06QNVfjqapuUC641RlZGrrHtzmbqu69hsNqZNm4bb7R6yUYPb7WbWrJlce+1aJk+eRCaj4XK5mDdvLldeeSVTp04d0hFLJhIhVn+Eng0b0VMp4MTX3hRVRUskiB9rpOfpZ9Di8ewoa4hp8Tg9m54leuAgmXDkhNeOlIFQ1RMJ+l7cSvj13dnCihNQTAoWvx+zzweqislqxVpUiMnhOOWiCyHONhJSQ8BkMlFeXs6VV16Fx+MZGI0omEwmrFYrJpMp92GsKG/cfvw2s9lKRUUlV111FU6nc8hGM2azmcmTp3DddR9iwoQJ6LqBxWJlwYKFfOxjN+QKJ4aKFouT7usjEwq/carrBOFzfGSJrpNoa0dPJId8JIVhoCUSpDq70JJJUE0nnr82cJuiqmjhCOm+frRw+IRPqVitlF31fgJ152L2erBXjqPkijX4Fy2U4gkhTkKuSQ2RkpISrr/+ejweDw899CCRSASXy4XX6+X+++8nkYgD2ZAKBAJcddXVtLa2kk6nmTFjBhdeeCGrVq0elraqqkpFxTjMZpWioiK8Xt8bwTCEHONrKF5zKXomw5HvfC83KnkbXUexWHBOnMj0u76Jrax0yK/fKCYTttJSJt1xG8d++nN6n30eI5WCE4XJQHXiuBs+QvFlq3FNn3bi51QUsFmp/sd/wOzzYi0opOJDfzek/RBitJOQGiKKomA2m1mzZg0rVqzAMAy2b3+Zu+++m1AohNWarWDLZDIEgyEOH67nf/7nl9hsNiwWC9ZhXArI5XJx662fYdmyZVRUjKOsrGxYChMURcFWWkLFdR8geuAgXY8/gZFOoxwvTnjTYq6+c+ZRcf2HcNVOH7ZTY4qi4J4xnYoPfxCz203Hgw/D8XB80/VDPZWi4oN/R+k1V+GoqX7H905RFByTJjL+n28BkwnTCM79EmI0kJAaQoqiYLfbsdvt9PT00Nrayuuv70JVB1fyZTJpdu3aRUdHB9OmTcPhcAxL+1pamnnttV288MILKArEYlFsNhuqasHtdnPuueeybNmyIZ3Uq6gqZq+XiuuvI3b4MLHDDeiJRLa8m+xirp65cyhYfiG+xYswvaU8faiZLBY8c2ajRaIkGpvoe+llTFYrCmDoOorJhGvKJMo+uBZ7efk7ts/QNBItrfS98CKZYBDV6cIxvjrbL9vwVSwKMZpISA2TYDBIW1s7HR3tuZACcuXmnZ2dNDc3M2HChGELqa6ubnbteo31659i9uzZqKpKNBqlq6uLcDhCQUGA888/f+gbYjLhmTWTgguWocXixI8ey03wNXvcBOqW4Fu8EFtJ8dC35QSsBQV4Zs2kcOVFhPfuQ08mc9enVI+bwosvwj2jFpPDftLn0DMZMn39dP7lcaKH6rN/oJgt2arGjEZg2VIwmyWohHgLKZwYJslkkkQiTiajMTATaBBdz5ala5o2bG2KxWJEIlHMZjOXXnoZ73vfKt73vkuYMGEiwWA/mUxmWNqhKAqqw0HJFZfjmTUT1eUCTcPQNNwzplNw0YW4Z9QOS1tOxlZRTvGlq3BPn5YbRZnsdpzjx1P2d9eiOhzveJ1Mj8WI1tfT8pt7UVQzzkkTsRQEiB05QvNvfkcmFJYydCFOQEZSw6SgoICSkhKcTifxeBxVVQdVi9ntNmpqaoZ188NAIMCcObMpKPCzdu21GIZBT08Pzc3NqKrKokWLhnSe1Fu5p0+leNX70GIxuh5/EtXpoOrGf8A9bRrqCO/bZLJasZWVUXPLzez958+h9ffjnDSRsrVX45465V0fn+zopHfjZryzZjL5S1/A4vOhp9LEjx5j942fIrxnD755czF7vcPQGyFGDwmpYVJcXMy559Zx3XUf4j//879QlExuUQWfz8cHPvAB5s6dO2yn+gCmTp3K5MmTc/O1urq6uPPOb9LQ0MDFF69g/vxzhv30U8GFy9AzaeJHGvDMn4f/3MWobvewtuFkFKuVwAXnU7T6EmIHD1FwwfmUXnn5KT1Wi8VINLdQuPoSTAOBq1jMWAoCeM+ZT+xgPe4pUySkhHgLCalhYjKZmDJlCp/+9DoCgQBbt24llUpRWlrKvHnzuPbaD2C3n/yaxlBQVRVVVclkMhw+fJhvf/tb9PX1U1d3Htdee+2IbNdhcjjwzJlN9c034aipxuRw5M11GkVRQFUp/8A1pDq7sI+rOOXqPEPX0dPpgRHhm1bUMJlQnQ4y4TDGMJ7qFWK0kJAaRm63m2nTprF27bXMmjWLdDpDIOCnpmZ8bnWH4f5AjsViNDU18utf/4auri6WLVvGBRdcyMSJE0ckHBSTCVtJCf66czF73Hk5ydU9bSpadTUmu/2U52uZzGZUl5NEUxPo2TAyNA0tHifR0orZ7z+rN7sU4mQkpIaRoijYbDYWLlzIwoULR7o5aJpGW1srGzZs4KGHHuTDH/4wV199DZMmTcot3QRDs03IO1GdzhHdO+qdKIqC2efLLm10GlSXC0dVFaHXdlHY1II54EdPJIgdOkxk737cM2tPVE8jxFlPQuosFgqFeOGFF/nxj3/M1Vdfzec+9y84nU50/Y21Bi3DPC9prLKVllC44iLa//Qgjb/4Lxw1VaT7+ul/eQeJ1lZMFguKIsW2QryV/Ks4ix0+fJiDBw9gt9u5444v5oo2Xn/9dX7yk5/wk5/cPawl8WOZyenEPXMms/7rZxi6Tt/Wl0j3BylZcyn+JYsxBwJvrLQhhMiRfxVnsexWIE4SiThtba1MnDgJVVVpb2/jlVd25Cr/xN/OyGTIhMOY7HYmfO5WMHQMTSfV2Unb/Q/gnjYV1ZWfpziFGEkSUmexkpISpk6dQmVlJXfffTfz5s0nlUqxe/frdHZ2cM011wzrPKmxzMhkSPf00Xb/A3jnz0V1OEn19BI9cADH+BrsNdW50nQhxBskpM5igUCAmTNnceGFy1m/fj29vb0kEgk0TWP8+Amcc84CTCa5mn9mKIBBvOEYeiKByWojHQyS7umh4IJlWAuLhn1dQiFGAwmps5jJZKK2tpbPfOazzJs3jx07duB0Opk6dRoLFy5k3LhxI93EMUN12HFOGM/4z/0zXY8+Trq/H1tpCUUrllP0vpVvbEsvhBhE/mUInE4na9Zczpo1p7Z6gniPVBV37XTctdNHuiVCjBoSUme5fFnN4Wwg77UQp0+uigshhMhbYy6kHnvsMY4ePTrSzRhT1q9fz949e992+44dO3j++edHoEVj1/79+3nqqadHuhlC5I3TOt1311138eCDD7J//34cDgfnnXce//Zv/8a0adNyxyxfvpzNmzcPetw//uM/8otf/CL3fWNjIzfffDMbN27E7XZzww03cNddd2E+AxePP/P5z/G9b3+Ha6+99m9+LpF1x1e/TLseomz2pEG3/+o3v+a1Z1/inlkju9fTWHL/gw/wg5/dzbTLzh3ppgiRFxTjNGZrrl69muuuu45FixaRyWS444472L17N3v37sXlcgHZkJo6dSrf+MY3co9zOp14B7Yg0DSNefPmUVZWxve+9z3a2tr42Mc+xo033si3v/3tU2pHKBTC5/Nxzg2rUa1StiuEEKONlkrzyq+fIBgM5vLhRE5r6PLEE08M+v6ee+6hpKSEHTt2cMEFF+RudzqdlJWVnfA5nnrqKfbu3cv69etz21R885vf5LbbbuNrX/saVqv1dJokhBBiDPubrkkFg0Egu+vsm/3+97+nqKiIWbNmcfvttxOLxXL3bdmyhdmzZ1NaWpq7bdWqVYRCIfbs2XPC10kmk4RCoUFfQgghxr73fBFI13VuvfVWli5dyqxZs3K3f/jDH6ampoaKigp27drFbbfdxoEDB3jwwQcBaG9vHxRQQO779vb2E77WXXfdxde//vX32lQhhBCj1HsOqXXr1rF79+63VXfddNNNuf+fPXs25eXlrFixgsOHDzNp0qS3Ps0puf322/nsZz+b+z4UClFVVfXeGi6EEGLUeE+n+2655RYee+wxNm7cSGVl5Tseu2TJEgDq6+sBKCsro6OjY9Axx78/2XUsm82G1+sd9CWEEGLsO62QMgyDW265hYceeogNGzYwYcKEd33Mq6++CkB5eTkAdXV1vP7663R2duaOefrpp/F6vcyYMeN0miOEEGKMO63TfevWrePee+/lkUcewePx5K4h+Xw+HA4Hhw8f5t577+Wyyy6jsLCQXbt28ZnPfIYLLriAOXPmAHDJJZcwY8YMPvrRj/Ld736X9vZ2vvSlL7Fu3TpsslWBEEKINzmtkdTPf/5zgsEgy5cvp7y8PPd1//33A2C1Wlm/fj2XXHIJ06dP53Of+xxr167l0UcfzT2Hqqo89thjqKpKXV0dH/nIR/jYxz42aF6VEEIIAac5knq3eb9VVVVvW23iRGpqanj88cdP56WFEEKchcbc2n1CCCHGDgkpIYQQeUtCSgghRN6SkBJCCJG3JKSEEELkLQkpIYQQeUtCSgghRN6SkBJCCJG3JKSEEELkLQkpIYQQeUtCSgghRN6SkBJCCJG3JKSEEELkLQkpIYQQeUtCSgghRN6SkBJCCJG3JKSEEELkLQkpIYQQeUtCSgghRN6SkBJCCJG3JKSEEELkLQkpIYQQeUtCSgghRN6SkBJCCJG3JKSEEELkLQkpIYQQeUtCSgghRN6SkBJCCJG3JKSEEELkLQkpIYQQeUtCSgghRN6SkBJCCJG3JKSEEELkLQkpIYQQeUtCSgghRN6SkBJCCJG3JKSEEELkLQkpIYQQeUtCSgghRN6SkBJCCJG3JKSEEELkLQkpIYQQeUtCSgghRN6SkBJCCJG3JKSEEELkLQkpIYQQeUtCSgghRN6SkBJCCJG3JKSEEELkLQkpIYQQeUtCSgghRN6SkBJCCJG3JKSEEELkLfNIN+C9MAwDAC2VGeGWCCGEeC+Of34f/zw/mVEZUuFwGIDX/rB+hFsihBDibxEOh/H5fCe9XzHeLcbykK7rHDhwgBkzZtDU1ITX6x3pJg2LUChEVVXVWdVnkH6fTf0+G/sMZ2e/DcMgHA5TUVGByXTyK0+jciRlMpkYN24cAF6v96z5oR53NvYZpN9nk7Oxz3D29fudRlDHSeGEEEKIvCUhJYQQIm+N2pCy2Wx89atfxWazjXRThs3Z2GeQfp9N/T4b+wxnb79PxagsnBBCCHF2GLUjKSGEEGOfhJQQQoi8JSElhBAib0lICSGEyFujMqR++tOfMn78eOx2O0uWLOGll14a6SadUV/72tdQFGXQ1/Tp03P3JxIJ1q1bR2FhIW63m7Vr19LR0TGCLT59zz77LFdccQUVFRUoisLDDz886H7DMPjKV75CeXk5DoeDlStXcujQoUHH9Pb2cv311+P1evH7/Xzyk58kEokMYy9O37v1++Mf//jbfvarV68edMxo6/ddd93FokWL8Hg8lJSUcNVVV3HgwIFBx5zK73RjYyNr1qzB6XRSUlLC5z//eTKZ/F2/81T6vXz58rf9vD/1qU8NOma09ftMG3Uhdf/99/PZz36Wr371q7zyyivMnTuXVatW0dnZOdJNO6NmzpxJW1tb7uv555/P3feZz3yGRx99lAceeIDNmzfT2trKNddcM4KtPX3RaJS5c+fy05/+9IT3f/e73+XHP/4xv/jFL9i2bRsul4tVq1aRSCRyx1x//fXs2bOHp59+mscee4xnn32Wm266abi68J68W78BVq9ePehn/4c//GHQ/aOt35s3b2bdunVs3bqVp59+mnQ6zSWXXEI0Gs0d826/05qmsWbNGlKpFC+++CK//vWvueeee/jKV74yEl06JafSb4Abb7xx0M/7u9/9bu6+0djvM84YZRYvXmysW7cu972maUZFRYVx1113jWCrzqyvfvWrxty5c094X39/v2GxWIwHHnggd9u+ffsMwNiyZcswtfDMAoyHHnoo972u60ZZWZnxve99L3dbf3+/YbPZjD/84Q+GYRjG3r17DcB4+eWXc8f89a9/NRRFMVpaWoat7X+Lt/bbMAzjhhtuMK688sqTPmYs9Luzs9MAjM2bNxuGcWq/048//rhhMpmM9vb23DE///nPDa/XaySTyeHtwHv01n4bhmFceOGFxj//8z+f9DFjod9/q1E1kkqlUuzYsYOVK1fmbjOZTKxcuZItW7aMYMvOvEOHDlFRUcHEiRO5/vrraWxsBGDHjh2k0+lB78H06dOprq4eM+9BQ0MD7e3tg/ro8/lYsmRJro9btmzB7/ezcOHC3DErV67EZDKxbdu2YW/zmbRp0yZKSkqYNm0aN998Mz09Pbn7xkK/g8EgAAUFBcCp/U5v2bKF2bNnU1pamjtm1apVhEIh9uzZM4ytf+/e2u/jfv/731NUVMSsWbO4/fbbicViufvGQr//VqNqgdnu7m40TRv0AwMoLS1l//79I9SqM2/JkiXcc889TJs2jba2Nr7+9a+zbNkydu/eTXt7O1arFb/fP+gxpaWltLe3j0yDz7Dj/TjRz/n4fe3t7ZSUlAy632w2U1BQMKrfh9WrV3PNNdcwYcIEDh8+zB133MGll17Kli1bUFV11Pdb13VuvfVWli5dyqxZswBO6Xe6vb39hL8Px+/LdyfqN8CHP/xhampqqKioYNeuXdx2220cOHCABx98EBj9/T4TRlVInS0uvfTS3P/PmTOHJUuWUFNTwx//+EccDscItkwMteuuuy73/7Nnz2bOnDlMmjSJTZs2sWLFihFs2Zmxbt06du/ePega69ngZP1+87XE2bNnU15ezooVKzh8+DCTJk0a7mbmpVF1uq+oqAhVVd9W9dPR0UFZWdkItWro+f1+pk6dSn19PWVlZaRSKfr7+wcdM5beg+P9eKefc1lZ2duKZTKZDL29vWPmfQCYOHEiRUVF1NfXA6O737fccguPPfYYGzdupLKyMnf7qfxOl5WVnfD34fh9+exk/T6RJUuWAAz6eY/Wfp8poyqkrFYrCxYs4Jlnnsndpus6zzzzDHV1dSPYsqEViUQ4fPgw5eXlLFiwAIvFMug9OHDgAI2NjWPmPZgwYQJlZWWD+hgKhdi2bVuuj3V1dfT397Njx47cMRs2bEDX9dw/9LGgubmZnp4eysvLgdHZb8MwuOWWW3jooYfYsGEDEyZMGHT/qfxO19XV8frrrw8K6Keffhqv18uMGTOGpyOn6d36fSKvvvoqwKCf92jr9xk30pUbp+u+++4zbDabcc899xh79+41brrpJsPv9w+qfhntPve5zxmbNm0yGhoajBdeeMFYuXKlUVRUZHR2dhqGYRif+tSnjOrqamPDhg3G9u3bjbq6OqOurm6EW316wuGwsXPnTmPnzp0GYPzgBz8wdu7caRw7dswwDMP4zne+Y/j9fuORRx4xdu3aZVx55ZXGhAkTjHg8nnuO1atXG/Pnzze2bdtmPP/888aUKVOMD33oQyPVpVPyTv0Oh8PGv/zLvxhbtmwxGhoajPXr1xvnnHOOMWXKFCORSOSeY7T1++abbzZ8Pp+xadMmo62tLfcVi8Vyx7zb73QmkzFmzZplXHLJJcarr75qPPHEE0ZxcbFx++23j0SXTsm79bu+vt74xje+YWzfvt1oaGgwHnnkEWPixInGBRdckHuO0djvM23UhZRhGMbdd99tVFdXG1ar1Vi8eLGxdevWkW7SGfXBD37QKC8vN6xWqzFu3Djjgx/8oFFfX5+7Px6PG5/+9KeNQCBgOJ1O4+qrrzba2tpGsMWnb+PGjQbwtq8bbrjBMIxsGfqXv/xlo7S01LDZbMaKFSuMAwcODHqOnp4e40Mf+pDhdrsNr9drfOITnzDC4fAI9ObUvVO/Y7GYcckllxjFxcWGxWIxampqjBtvvPFtf4CNtn6fqL+A8atf/Sp3zKn8Th89etS49NJLDYfDYRQVFRmf+9znjHQ6Pcy9OXXv1u/GxkbjggsuMAoKCgybzWZMnjzZ+PznP28Eg8FBzzPa+n2myVYdQggh8taouiYlhBDi7CIhJYQQIm9JSAkhhMhbElJCCCHyloSUEEKIvCUhJYQQIm9JSAkhhMhbElJCCCHyloSUEEKIvCUhJYQQIm9JSAkhhMhbElJCCCHy1v8HsOeVaAoRB/0AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "env_name = 'gym_cards/Blackjack-v0'\n",
    "env = gym.make(env_name)\n",
    "obs, info = env.reset()\n",
    "plt.imshow(obs)\n",
    "text_obs = info_to_text_obs(env_name, info)\n",
    "print(info)\n",
    "print(text_obs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0 False False {'Dealer Card': [(9, '9', 'S'), (10, 'K', 'C')], 'Player Card': [(2, '2', 'C'), (6, '6', 'D'), (10, 'K', 'H')]}\n",
      "Dealer's card: 9. Player's cards: 2, 6, K.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"\n",
    "Please check the relationship between the symbolic operators\n",
    "and the numbers here:\n",
    "https://github.com/RL4VLM/RL4VLM/blob/main/gym-cards/gym_cards/envs/blackjack.py#L106\n",
    "\n",
    "\"\"\"\n",
    "obs, reward, terminated, truncated, info = env.step(1)\n",
    "plt.imshow(obs)\n",
    "text_obs = info_to_text_obs(env_name, info)\n",
    "print(reward, terminated, truncated, info)\n",
    "print(text_obs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0 False False {'Dealer Card': [(9, '9', 'S'), (10, 'K', 'C')], 'Player Card': [(2, '2', 'C'), (6, '6', 'D'), (10, 'K', 'H'), (3, '3', 'C')]}\n",
      "Dealer's card: 9. Player's cards: 2, 6, K, 3.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Please make sure the string contain the format \"actopm: {act}\"\n",
    "act = text_projection(['\"action\": \"hit\"'], env_name)\n",
    "obs, reward, terminated, truncated, info = env.step(act)\n",
    "plt.imshow(obs)\n",
    "text_obs = info_to_text_obs(env_name, info)\n",
    "print(reward, terminated, truncated, info)\n",
    "print(text_obs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Cards': ['D9', 'C3'], 'Numbers': [9, 3], 'Formula': []}\n",
      "Cards: ['D9', 'C3']. Numbers: [9, 3]. Current formula: .\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "env_name = 'gym_cards/EZPoints-v0'\n",
    "env = gym.make(env_name)\n",
    "obs, info = env.reset()\n",
    "plt.imshow(obs)\n",
    "text_obs = info_to_text_obs(env_name, info)\n",
    "print(info)\n",
    "print(text_obs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 False False {'Cards': ['D9', 'C3'], 'Numbers': [9, 3], 'Formula': [3]}\n",
      "Cards: ['D9', 'C3']. Numbers: [9, 3]. Current formula: 3.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"\n",
    "Please check the relationship between the symbolic operators\n",
    "and the numbers here:\n",
    "https://github.com/RL4VLM/RL4VLM/blob/main/gym-cards/gym_cards/envs/ezpoints.py#L26\n",
    "\n",
    "\"\"\"\n",
    "obs, reward, terminated, truncated, info = env.step(2)\n",
    "plt.imshow(obs)\n",
    "text_obs = info_to_text_obs(env_name, info)\n",
    "print(reward, terminated, truncated, info)\n",
    "print(text_obs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 False False {'Cards': ['D9', 'C3'], 'Numbers': [9, 3], 'Formula': [3, '+']}\n",
      "Cards: ['D9', 'C3']. Numbers: [9, 3]. Current formula: 3+.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Please make sure the string contain the format \"actopm: {act}\"\n",
    "act = text_projection(['\"action\": \"+\"'], env_name)\n",
    "obs, reward, terminated, truncated, info = env.step(act)\n",
    "plt.imshow(obs)\n",
    "text_obs = info_to_text_obs(env_name, info)\n",
    "print(reward, terminated, truncated, info)\n",
    "print(text_obs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Cards': ['D5', 'H5', 'DJ', 'C9'], 'Numbers': [5, 5, 10, 9], 'Formula': []}\n",
      "Cards: ['D5', 'H5', 'DJ', 'C9']. Numbers: [5, 5, 10, 9]. Current formula: .\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "env_name = 'gym_cards/Points24-v0'\n",
    "env = gym.make(env_name)\n",
    "obs, info = env.reset()\n",
    "plt.imshow(obs)\n",
    "text_obs = info_to_text_obs(env_name, info)\n",
    "print(info)\n",
    "print(text_obs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 False False {'Cards': ['D5', 'H5', 'DJ', 'C9'], 'Numbers': [5, 5, 10, 9], 'Formula': [5]}\n",
      "Cards: ['D5', 'H5', 'DJ', 'C9']. Numbers: [5, 5, 10, 9]. Current formula: 5.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"\n",
    "Please check the relationship between the symbolic operators\n",
    "and the numbers here:\n",
    "https://github.com/RL4VLM/RL4VLM/blob/main/gym-cards/gym_cards/envs/points.py#L27\n",
    "\n",
    "\"\"\"\n",
    "obs, reward, terminated, truncated, info = env.step(4)\n",
    "plt.imshow(obs)\n",
    "text_obs = info_to_text_obs(env_name, info)\n",
    "print(reward, terminated, truncated, info)\n",
    "print(text_obs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 False False {'Cards': ['D5', 'H5', 'DJ', 'C9'], 'Numbers': [5, 5, 10, 9], 'Formula': [5, '*']}\n",
      "Cards: ['D5', 'H5', 'DJ', 'C9']. Numbers: [5, 5, 10, 9]. Current formula: 5*.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Please make sure the string contain the format \"actopm: {act}\"\n",
    "act = text_projection(['\"action\": \"*\"'], env_name)\n",
    "obs, reward, terminated, truncated, info = env.step(act)\n",
    "plt.imshow(obs)\n",
    "text_obs = info_to_text_obs(env_name, info)\n",
    "print(reward, terminated, truncated, info)\n",
    "print(text_obs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "GPML",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
